Projects | Parallel Computing

ICSC This work was supported by the following two projects: the Spoke 1 “FutureHPC & BigData” of the ICSC – Centro Nazionale di Ricerca in “High-Performance Computing, Big Data and Quantum Computing,” funded by European Union – NextGenerationEU

Publications

2024

Miruna Bețianu, Abele Mălan, Marco Aldinucci, Robert Birke, Lydia Chen

DALLMi: Domain Adaption for LLM-based Multi-label Classifier Proceedings Article

In: Proceedings of the 28th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Taipei, Taiwan, 2024.

Abstract | BibTeX | Tags: ai, eupilot, icsc

Chi Hong, Robert Birke, Pin-Yu Chen, Lydia Chen

On Dark Knowledge for Distilling Generators Proceedings Article

In: Proceedings of the 28th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Taipei, Taiwan, 2024.

Abstract | BibTeX | Tags: ai, epi, icsc

Bruno Casella, Iacopo Colonnelli, Gianluca Mittone, Robert Birke, Walter Riviera, Antonio Sciarappa, Carlo Cavazzoni, Marco Aldinucci

A Performance Model for Confidential Federated Learning Proceedings Article

In: Proceedings of the 2024 Deep Learning Security and Privacy Workshop, IEEE Symposium on Security and Privacy 2024, San Francisco, CA, 2024.

Abstract | Links | BibTeX | Tags: confidential, epi, icsc

Giulio Malenza, Valentina Cesare, Marco Aldinucci, Ugo Becciani, Alberto Vecchiato

Toward HPC application portability via C++ PSTL: the Gaia AVU-GSR code assessment Journal Article

In: The Journal of Supercomputing, 2024, ISSN: 09208542.

Abstract | Links | BibTeX | Tags: eupex, HPC, icsc

Bruno Casella, Roberto Esposito, Antonio Sciarappa, Carlo Cavazzoni, Marco Aldinucci

Experimenting With Normalization Layers in Federated Learning on Non-IID Scenarios Journal Article

In: IEEE Access, vol. 12, pp. 47961-47971, 2024.

Links | BibTeX | Tags: confidential, epi, icsc

Bruno Casella, Walter Riviera, Marco Aldinucci, Gloria Menegaz

Protocol for training MERGE: A federated multi-input neural network for COVID-19 prognosis Journal Article

In: STAR Protocols, 2024, (https://prod-shared-star-protocols.s3.amazonaws.com/protocols/3225.pdf).

Abstract | Links | BibTeX | Tags: confidential, epi, icsc

2023

Alberto Riccardo Martinelli, Massimo Torquati, Marco Aldinucci, Iacopo Colonnelli, Barbara Cantalupo

CAPIO: a Middleware for Transparent I/O Streaming in Data-Intensive Workflows Proceedings Article

In: 2023 IEEE 30th International Conference on High Performance Computing, Data, and Analytics (HiPC), IEEE, Goa, India, 2023.

Abstract | Links | BibTeX | Tags: admire, capio, eupex, icsc

Marco Aldinucci, Elena Maria Baralis, Valeria Cardellini, Iacopo Colonnelli, Marco Danelutto, Sergio Decherchi, Giuseppe Di Modica, Luca Ferrucci, Marco Gribaudo, Francesco Iannone, Marco Lapegna, Doriana Medic, Giuseppa Muscianisi, Francesca Righetti, Eva Sciacca, Nicola Tonellotto, Mauro Tortonesi, Paolo Trunfio, Tullio Vardanega

A Systematic Mapping Study of Italian Research on Workflows Proceedings Article

In: Proceedings of the SC '23 Workshops of The International Conference on High Performance Computing, Network, Storage, and Analysis, SC-W 2023, pp. 2065–2076, ACM, Denver, CO, USA, 2023.

Abstract | Links | BibTeX | Tags: icsc, jupyter-workflow, streamflow

Zilong Zhao, Robert Birke, Lydia Y. Chen

FCT-GAN: Enhancing Global Correlation of Table Synthesis via Fourier Transform Proceedings Article

In: 32nd ACM International Conference on Information and Knowledge Management (CIKM '23), ACM, Birmingham, United Kingdom, 2023.

Abstract | Links | BibTeX | Tags: icsc

Samuele Fonio, Lorenzo Paletto, Mattia Cerrato, Dino Ienco, Roberto Esposito

Hierarchical priors for Hyperspherical Prototypical Networks Proceedings Article

In: 31th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN, Bruges, Belgium, 2023, (In print).

Abstract | Links | BibTeX | Tags: ai, icsc

Samuele Fonio

Benchmarking Federated Learning Frameworks for Medical Imaging Tasks Proceedings Article

In: Image Analysis and Processing - ICIAP 2023 - 22th International Conference - FedMed, Springer LNCS, Udine, Italy, 2023, (In print).

Abstract | Links | BibTeX | Tags: ai, confidential, eupilot, icsc

Gianluca Mittone, Samuele Fonio

Benchmarking Federated Learning Scalability Proceedings Article

In: Proceedings of the 2nd Italian Conference on Big Data and Data Science, ITADATA 2023, September 11-13, 2023, CEUR, Naples, Italy, 2023.

Abstract | Links | BibTeX | Tags: confidential, eupilot, HPC, icsc

Chi Hong, Jiyue Huang, Robert Birke, Lydia Y. Chen

Exploring and Exploiting Data-Free Model Stealing Proceedings Article

In: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), Turin, Italy, 2023.

Abstract | Links | BibTeX | Tags: eupilot, icsc

Gianluca Mittone, Walter Riviera, Iacopo Colonnelli, Robert Birke, Marco Aldinucci

Model-Agnostic Federated Learning Proceedings Article

In: Euro-Par 2023: Parallel Processing, pp. 383–396, Springer, Limassol, Cyprus, 2023.

Abstract | Links | BibTeX | Tags: confidential, eupilot, icsc, riscv

Iacopo Colonnelli, Robert Birke, Marco Aldinucci

Experimenting with PyTorch on RISC-V Proceedings Article

In: RISC-V Summit Europe 2023, Barcelona, Spain, 2023, (Poster).

Abstract | Links | BibTeX | Tags: eupilot, icsc, riscv

Marco Aldinucci, Robert Birke, Antonio Brogi, Emanuele Carlini, Massimo Coppola, Marco Danelutto, Patrizio Dazzi, Luca Ferrucci, Forti Stefano, Hanna Kavalionak, Gabriele Mencagli, Matteo Mordacchin, Marcelo Pasin, Federica Paganelli, Massimo Torquati

A Proposal for a Continuum-aware Programming Model: From Workflows to Services Autonomously Interacting in the Compute Continuum Proceedings Article

In: 2023 IEEE 47th Annual Computers, Software, and Applications Conference (COMPSAC), IEEE, Turin, Italy, 2023.

Abstract | Links | BibTeX | Tags: icsc

Gianluca Mittone, Nicolò Tonci, Robert Birke, Iacopo Colonnelli, Doriana Medić, Andrea Bartolini, Roberto Esposito, Emanuele Parisi, Francesco Beneventi, Mirko Polato, Massimo Torquati, Luca Benini, Marco Aldinucci

Experimenting with Emerging RISC-V Systems for Decentralised Machine Learning Proceedings Article

In: 20th ACM International Conference on Computing Frontiers (CF '23), ACM, Bologna, Italy, 2023, ISBN: 979-8-4007-0140-5/23/05, (https://arxiv.org/abs/2302.07946).

Abstract | Links | BibTeX | Tags: confidential, eupilot, HPC, icsc, riscv

Gianluca Mittone, Filip Svoboda, Marco Aldinucci, Nicholas D. Lane, Pietro Lio

A Federated Learning Benchmark for Drug-Target Interaction Proceedings Article

In: Companion Proceedings of the ACM Web Conference 2023 (WWW '23 Companion), ACM, Austin, Texas, 2023, ISBN: 978-1-4503-9419-2/23/04, (https://arxiv.org/abs/2302.07684).

Abstract | Links | BibTeX | Tags: confidential, eupilot, icsc

Bruno Casella, Roberto Esposito, Antonio Sciarappa, Carlo Cavazzoni, Marco Aldinucci

Experimenting with Normalization Layers in Federated Learning on non-IID scenarios Technical Report

Computer Science Department, University of Torino 2023.

Abstract | Links | BibTeX | Tags: confidential, epi, icsc

Alessia Antelmi, Luca La Cava, Arianna Pera

Tell Me Who You Are and I Will Predict Your Vulnerability to Political Persuasion Techniques Proceedings Article

In: The 12th International Conference on Complex Networks and their Applications-Book of Abstracts, 2023.

Abstract | Links | BibTeX | Tags: analytics, icsc

Alessia Antelmi, Luca La Cava, Arianna Pera

Finding Hidden Swingers in the 2022 Italian Elections Twitter Discourse Proceedings Article

In: The 12th International Conference on Complex Networks and their Applications-Book of Abstracts, 2023.

Abstract | Links | BibTeX | Tags: analytics, icsc

Alessia Antelmi, Massimo Torquati, Daniele Gregori, Francesco Polzella, Gianmarco Spinatelli, Marco Aldinucci

The SWH-Analytics Framework Proceedings Article

In: Bena, Nicola, Martino, Beniamino Di, Maratea, Antonio, Sperduti, Alessandro, Nardo, Emanuel Di, Ciaramella, Angelo, Montella, Raffaele, Ardagna, Claudio A. (Ed.): Proceedings of the 2nd Italian Conference on Big Data and Data Science (ITADATA 2023), Naples, Italy, September 11-13, 2023, CEUR-WS.org, 2023.

Abstract | Links | BibTeX | Tags: admire, analytics, icsc

Iacopo Colonnelli

Workflow Models for Heterogeneous Distributed Systems Proceedings Article

In: Bena, Nicola, Martino, Beniamino Di, Maratea, Antonio, Sperduti, Alessandro, Nardo, Emanuel Di, Ciaramella, Angelo, Montella, Raffaele, Ardagna, Claudio A. (Ed.): Proceedings of the 2nd Italian Conference on Big Data and Data Science (ITADATA 2023), Naples, Italy, September 11-13, 2023, CEUR-WS.org, 2023.

Abstract | Links | BibTeX | Tags: across, eupex, icsc, jupyter-workflow, streamflow

Bruno Casella, Lorenzo Paletto

Predicting Cryptocurrencies Market Phases through On-Chain Data Long-Term Forecasting Proceedings Article

In: Proceedings of the 2023 IEEE International Conference on Blockchain and Cryptocurrency (ICBC), 1-5 May 2023, Dubai, 2023, (https://ieeexplore.ieee.org/document/10174989).

Abstract | Links | BibTeX | Tags: epi, icsc

Bruno Casella, Walter Riviera, Marco Aldinucci, Gloria Menegaz

MERGE: A model for multi-input biomedical federated learning Journal Article

In: Patterns, pp. 100856, 2023, ISSN: 2666-3899.

Abstract | Links | BibTeX | Tags: ai, confidential, epi, icsc

Pedro Ângelo, Viviana Bono, Mariangiola Dezani-Ciancaglini, Mário Florido

Gradual Guarantee for FJ with lambda-Expressions Proceedings Article

In: Tomb, Aaron (Ed.): Proceedings of the 25th ACM International Workshop on Formal Techniques for Java-like Programs, FTfJP 2023, Seattle, WA, USA, 18 July 2023, pp. 32–38, ACM, 2023.

Links | BibTeX | Tags: admire, icsc

William Fornaciari, Federico Reghenzani, Federico Terraneo, Davide Baroffio, Cecilia Metra, Martin Omana, Josie E. Rodriguez Condia, Matteo Sonza Reorda, Robert Birke, Iacopo Colonnelli, Gianluca Mittone, Marco Aldinucci, Gabriele Mencagli, Francesco Iannone, Filippo Palombi, Giuseppe Zummo, Daniele Cesarini, Federico Tesser

RISC-V-based Platforms for HPC: Analyzing Non-functional Properties for Future HPC and Big-Data Clusters Proceedings Article

In: Embedded Computer Systems: Architectures, Modeling, and Simulation - 23rd International Conference, SAMOS 2023, Samos, Greece, 2023, (icsc).

Abstract | Links | BibTeX | Tags: icsc, riscv

Alessia Antelmi, Daniele De Vinco, Gennaro Cordasco, Carmine Spagnuolo

Towards Unraveling Developers Communities in Stack Overflow and Reddit Proceedings Article

In: International Conference on Computational Social Science 2023, 2023.

Abstract | Links | BibTeX | Tags: analytics, icsc

Alessia Antelmi

Engagement in Open Data Workshops: The dark side of remote settings Proceedings Article

In: Methodologies and Intelligent Systems for Technology Enhanced Learning, 12th International Conference, Springer International Publishing, Cham, 2023.

Abstract | Links | BibTeX | Tags: analytics, icsc

Doriana Medić, Marco Aldinucci

Towards formal model for location aware workflows Proceedings Article

In: Shahriar, Hossain, Teranishi, Yuuichi, Cuzzocrea, Alfredo, Sharmin, Moushumi, Towey, Dave, Majumder, A. K. M. Jahangir Alam, Kashiwazaki, Hiroki, Yang, Ji-Jiang, Takemoto, Michiharu, Sakib, Nazmus, Banno, Ryohei, Ahamed, Sheikh Iqbal (Ed.): 47th IEEE Annual Computers, Software, and Applications Conference, COMPSAC 2023, pp. 1864–1869, IEEE, Torino, Italy, 2023.

Abstract | Links | BibTeX | Tags: eupex, icsc, semantics

Talks

2024

Lorenzo Brescia

Secure Generic Remote Workflow Execution with TEEs Miscellaneous

Proceedings of the 2nd Workshop on Workflows in Distributed Environments, 2024.

Abstract | Links | BibTeX | Tags: icsc

Lorenzo Brescia

Secure Generic Remote Workflow Execution with TEEs Miscellaneous

Proceedings of the 2nd Workshop on Workflows in Distributed Environments, 2024.

Abstract | Links | BibTeX | Tags: icsc

Alberto Mulone

Workflows for future High-Performance Computing Miscellaneous

COMETE PhD Workshop, 2024.

Links | BibTeX | Tags: icsc

Iacopo Colonnelli

CWL in the HPC Ecosystem Miscellaneous

Workshop on workflow languages for HEP analysis, 2024.

Links | BibTeX | Tags: across, eupex, icsc, space, streamflow

Malenza Giulio, Santimaria Marco Edoardo

Benchmarking Parallelization Models through Karmarkar`s algorithm Miscellaneous

2024.

Abstract | Links | BibTeX | Tags: HPC, icsc

Robert Birke

FLaaS: Federated Learning as a Service Miscellaneous

ICSC - Spoke 1 meeting, 2024.

Abstract | Links | BibTeX | Tags: icsc

Alberto Mulone

Cross-Platform Full Waveform Inversion Miscellaneous

ICSC - Spoke 1 meeting, 2024.

Abstract | Links | BibTeX | Tags: icsc, streamflow

Gianluca Mittone

RISC-V for AI Miscellaneous

High Performance, Edge And Cloud computing Conference 2024 (HiPEAC 2024), 2024.

Abstract | Links | BibTeX | Tags: eupilot, icsc

2023

Marco Aldinucci

Federated Learning: A Distributed System Viewpoint Miscellaneous

Bicocca University seminars, Milan, Italy, 2023, (Invited talk).

Abstract | Links | BibTeX | Tags: eupilot, icsc, textarossa

Gianluca Mittone, Giulio Malenza, Marco Aldinucci, Robert Birke

Distributed Edge Inference: an Experimental Study on Multiview Detection Miscellaneous

The 16th IEEE/ACM International Conference on Utility and Cloud Computing (UCC 2023), 2023.

Abstract | Links | BibTeX | Tags: eupilot, icsc

Marco Aldinucci, Elena Baralis, Valeria Cardellini, Iacopo Colonnelli, Marco Danelutto, Sergio Decherchi, Giuseppe Di Modica, Luca Ferrucci, Marco Gribaudo, Francesco Iannone, Marco Lapegna, Doriana Medić, Giuseppa Muscianisi, Francesca Righetti, Eva Sciacca, Nicola Tonellotto, Mauro Tortonesi, Paolo Trunfio, Tullio Vardanega

A Systematic Mapping Study of Italian Research on Workflows Miscellaneous

18th Workshop on Workflows in Support of Large-Scale Science (WORKS 2023), 2023.

Abstract | Links | BibTeX | Tags: icsc

Iacopo Colonnelli, Doriana Medić, Barbara Cantalupo, Marco Aldinucci

Università degli Studi di Torino: Alpha parallel research group Miscellaneous

HaMMon Kick-Off meeting, 2023.

Links | BibTeX | Tags: icsc, streamflow

Giulio Malenza, Valentina Cesare, Marco Aldinucci

Performance portability in HPC: the Gaia use-case. Miscellaneous

2nd Italian Conference on Big Data and Data Science (ITADATA 2023), 2023.

Links | BibTeX | Tags: icsc

Samuele Fonio

Benchmarking Federated Learning Frameworks for Medical Imaging Tasks Miscellaneous

Image Analysis and Processing - ICIAP 2023 - 22th International Conference - FedMed, 2023.

Abstract | Links | BibTeX | Tags: ai, eupilot, fl, icsc

Gianluca Mittone, Samuele Fonio

Benchmarking Federated Learning Scalability Miscellaneous

2nd Italian Conference on Big Data and Data Science (ITADATA 2023), 2023.

Abstract | Links | BibTeX | Tags: ai, eupilot, fl, icsc

Gianluca Mittone, Walter Riviera, Iacopo Colonnelli, Robert Birke, Marco Aldinucci

Model-Agnostic Federated Learning Miscellaneous

29th International European Conference on Parallel and Distributed Computing (Euro-Par '23), 2023.

Abstract | Links | BibTeX | Tags: eupilot, icsc

Gianluca Mittone, Robert Birke, Marco Aldinucci

Model-Agnostic Federated Learning Miscellaneous

29th International European Conference on Parallel and Distributed Computing (Euro-Par '23), 2023.

Abstract | Links | BibTeX | Tags: eupilot, icsc

Giulio Malenza

Building an accelerated OpenFOAM Proof-of-Concept application using Modern C++. Miscellaneous

18th OpenFOAM Workshop 2023, Genova, 2023.

Links | BibTeX | Tags: icsc

Alberto Mulone, Sherine Awad, Davide Chiarugi, Marco Aldinucci

Porting the Variant Calling Pipeline for NGS data in cloud-HPC environment Miscellaneous

47th IEEE Annual Computers, Software, and Applications Conference, COMPSAC 2023, 2023.

Abstract | Links | BibTeX | Tags: across, icsc, streamflow

Alberto Mulone, Sherine Awad, Davide Chiarugi, Marco Aldinucci

Porting the Variant Calling Pipeline for NGS data in cloud-HPC environment Miscellaneous

47th IEEE Annual Computers, Software, and Applications Conference, COMPSAC 2023, 2023.

Abstract | Links | BibTeX | Tags: across, icsc, streamflow

Gianluca Mittone, Nicolò Tonci, Robert Birke, Iacopo Colonnelli, Doriana Medić, Andrea Bartolini, Roberto Esposito, Emanuele Parisi, Francesco Beneventi, Mirko Polato, Massimo Torquati, Luca Benini, Marco Aldinucci

Experimenting with Emerging RISC-V Systems for Decentralised Machine Learning Miscellaneous

20th ACM international conference on computing frontiers (CF '23), 2023, (Invited talk).

Abstract | Links | BibTeX | Tags: eupilot, icsc

Gianluca Mittone, Filip Svoboda, Marco Aldinucci, Nicholas D. Lane, Pietro Lio'

A Federated Learning Benchmark for Drug-Target Interaction Miscellaneous

2023 ACM international Web Conference (WWW '23), 2023, (Invited talk).

Abstract | Links | BibTeX | Tags: eupilot, icsc

Bruno Casella, Samuele Fonio

Architecture-Based FedAvg for Vertical Federated Learning Miscellaneous

2023, (https://iris.unito.it/bitstream/2318/1949730/1/HALF_HVL_for_DML_ICC23___Taormina-2.pdf).

Abstract | Links | BibTeX | Tags: ai, epi, fl, icsc

Doriana Medić, Marco Aldinucci

Towards formal model for location aware workflows Miscellaneous

2023.

Abstract | Links | BibTeX | Tags: eupex, icsc

2022

Marco Aldinucci

EuroHPC and the Italian HPC ecosystem Miscellaneous

Critical Infrastructure Protection Forum - EuroCC Romania, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, icsc, textarossa

Marco Aldinucci

The Italian HPC ecosystem and the next generation of EuroHPC CoE Miscellaneous

EuroHPC EoCoE final summit, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, icsc, textarossa

Marco Aldinucci

Da HPC4AI al living lab dello spoke FutureHPC del Centro Nazionale HPC Miscellaneous

Condivisioni, Conferenza GARR 2022, 2022, (Keynote talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, hpc4ai, icsc, textarossa

Space Center of Excellence (EC HE, HORIZON-EUROHPC-JU-2021-COE-01): Scalable Parallel and distributed Astrophysical Codes for Exascale (2023, 48 months. total cost 8M€, G.A. 101093441)

Publications

Sorry, no publications matched your criteria.

Talks

2024

Iacopo Colonnelli

CWL in the HPC Ecosystem Miscellaneous

Workshop on workflow languages for HEP analysis, 2024.

Links | BibTeX | Tags: across, eupex, icsc, space, streamflow

2023

Sofia Karvounari, Eleni Mathioulaki, Michael R. Crusoe, Iacopo Colonnelli

Standardised Workflows at EBRAINS Miscellaneous

Human Brain Project Summit 2023, 2023, (Invited talk).

Abstract | Links | BibTeX | Tags: across, eupex, space, streamflow

Marco Aldinucci

Experimenting with Systems for Decentralized Machine Learning Miscellaneous

NVidia GTC 2023, 2023.

Abstract | Links | BibTeX | Tags: across, admire, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

Marco Aldinucci

HPC4AI: The Research on AI beyond the public cloud Miscellaneous

CENTAI kick-off meeting, 2023.

Links | BibTeX | Tags: across, admire, brainteaser, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

DYMAN (EC HE, HORIZON-EIC-2023-PATHFINDERCHALLENGES-01) Dynamically Managed Self-Cooling HPC Data Centers (2024, 36 months, total cost 4M€, G.A. 101161930)

Publications

Sorry, no publications matched your criteria.

Talks

2024

Iacopo Colonnelli

CWL in the HPC Ecosystem Miscellaneous

Workshop on workflow languages for HEP analysis, 2024.

Links | BibTeX | Tags: across, eupex, icsc, space, streamflow

2023

Sofia Karvounari, Eleni Mathioulaki, Michael R. Crusoe, Iacopo Colonnelli

Standardised Workflows at EBRAINS Miscellaneous

Human Brain Project Summit 2023, 2023, (Invited talk).

Abstract | Links | BibTeX | Tags: across, eupex, space, streamflow

Marco Aldinucci

Experimenting with Systems for Decentralized Machine Learning Miscellaneous

NVidia GTC 2023, 2023.

Abstract | Links | BibTeX | Tags: across, admire, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

Marco Aldinucci

HPC4AI: The Research on AI beyond the public cloud Miscellaneous

CENTAI kick-off meeting, 2023.

Links | BibTeX | Tags: across, admire, brainteaser, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

EUMaster4HPC (EC H2020 RIA, EuroHPC-2020-03): HPC European Consortium Leading Education Activities (2022, 36 months, total cost 7M€, G.A. 101051997)

Publications

Sorry, no publications matched your criteria.

Talks

2023

Marco Aldinucci

Experimenting with Systems for Decentralized Machine Learning Miscellaneous

NVidia GTC 2023, 2023.

Abstract | Links | BibTeX | Tags: across, admire, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

Marco Aldinucci

HPC4AI: The Research on AI beyond the public cloud Miscellaneous

CENTAI kick-off meeting, 2023.

Links | BibTeX | Tags: across, admire, brainteaser, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

2022

Marco Aldinucci

Il calcolo parallelo: una storia di metodi e algoritmi raccontata dalle macchine Miscellaneous

Olimpiadi di Informatica, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Marco Aldinucci

La convergenza HPC-cloud è l'anello mancante tra il calcolo scientifico e l'IA applicata Miscellaneous

Intelligenza Artificiale e Business Applications, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Iacopo Colonnelli, Barbara Cantalupo, Doriana Medić, Marco Aldinucci

Hybrid workflows for heterogeneous distributed computing Miscellaneous

3rd Italian Workshop on HPC (ITWSHPC), 2022.

Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Iacopo Colonnelli, Marco Aldinucci

CINI HPC-KTT: HPC Key Technologies and Tools National Lab Miscellaneous

NVIDIA HPC Roundtable, 2022, (Invited talk).

Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Marco Aldinucci

EuroHPC and the Italian HPC ecosystem Miscellaneous

Critical Infrastructure Protection Forum - EuroCC Romania, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, icsc, textarossa

Marco Aldinucci

The Italian HPC ecosystem and the next generation of EuroHPC CoE Miscellaneous

EuroHPC EoCoE final summit, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, icsc, textarossa

Marco Aldinucci

Cognitive continuum: a game theoretical approach Miscellaneous

HiPEAC Vision meeting, Brussels, 16 May 2022, 2022.

Abstract | Links | BibTeX | Tags: across, admire, brainteaser, eumaster4hpc, eupex, eupilot, textarossa

Marco Aldinucci

Da HPC4AI al living lab dello spoke FutureHPC del Centro Nazionale HPC Miscellaneous

Condivisioni, Conferenza GARR 2022, 2022, (Keynote talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, hpc4ai, icsc, textarossa

Brainteaser (EC H2020 RIA, SC1-DTH-2020-1): BRinging Artificial INTelligencE home for a better cAre of amyotrophic lateral sclerosis and multiple SclERosis ( 2021,  48 months, total cost 5.9M€, G.A. 101017598)

Publications

Sorry, no publications matched your criteria.

Talks

2023

Marco Aldinucci

HPC4AI: The Research on AI beyond the public cloud Miscellaneous

CENTAI kick-off meeting, 2023.

Links | BibTeX | Tags: across, admire, brainteaser, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

2022

Marco Aldinucci

Cognitive continuum: a game theoretical approach Miscellaneous

HiPEAC Vision meeting, Brussels, 16 May 2022, 2022.

Abstract | Links | BibTeX | Tags: across, admire, brainteaser, eumaster4hpc, eupex, eupilot, textarossa

EPI (EC H2020 IA, EuroHPC-2020-02): The European Processor Initiative SGA2 (2022, 48 months, total cost 70M€, G.A. 101036168)

Publications

2024

Chi Hong, Robert Birke, Pin-Yu Chen, Lydia Chen

On Dark Knowledge for Distilling Generators Proceedings Article

In: Proceedings of the 28th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Taipei, Taiwan, 2024.

Abstract | BibTeX | Tags: ai, epi, icsc

Bruno Casella, Iacopo Colonnelli, Gianluca Mittone, Robert Birke, Walter Riviera, Antonio Sciarappa, Carlo Cavazzoni, Marco Aldinucci

A Performance Model for Confidential Federated Learning Proceedings Article

In: Proceedings of the 2024 Deep Learning Security and Privacy Workshop, IEEE Symposium on Security and Privacy 2024, San Francisco, CA, 2024.

Abstract | Links | BibTeX | Tags: confidential, epi, icsc

Bruno Casella, Roberto Esposito, Antonio Sciarappa, Carlo Cavazzoni, Marco Aldinucci

Experimenting With Normalization Layers in Federated Learning on Non-IID Scenarios Journal Article

In: IEEE Access, vol. 12, pp. 47961-47971, 2024.

Links | BibTeX | Tags: confidential, epi, icsc

Bruno Casella, Walter Riviera, Marco Aldinucci, Gloria Menegaz

Protocol for training MERGE: A federated multi-input neural network for COVID-19 prognosis Journal Article

In: STAR Protocols, 2024, (https://prod-shared-star-protocols.s3.amazonaws.com/protocols/3225.pdf).

Abstract | Links | BibTeX | Tags: confidential, epi, icsc

2023

Bruno Casella, Roberto Esposito, Antonio Sciarappa, Carlo Cavazzoni, Marco Aldinucci

Experimenting with Normalization Layers in Federated Learning on non-IID scenarios Technical Report

Computer Science Department, University of Torino 2023.

Abstract | Links | BibTeX | Tags: confidential, epi, icsc

Bruno Casella, Lorenzo Paletto

Predicting Cryptocurrencies Market Phases through On-Chain Data Long-Term Forecasting Proceedings Article

In: Proceedings of the 2023 IEEE International Conference on Blockchain and Cryptocurrency (ICBC), 1-5 May 2023, Dubai, 2023, (https://ieeexplore.ieee.org/document/10174989).

Abstract | Links | BibTeX | Tags: epi, icsc

Bruno Casella, Walter Riviera, Marco Aldinucci, Gloria Menegaz

MERGE: A model for multi-input biomedical federated learning Journal Article

In: Patterns, pp. 100856, 2023, ISSN: 2666-3899.

Abstract | Links | BibTeX | Tags: ai, confidential, epi, icsc

Talks

2023

Marco Aldinucci

Experimenting with Systems for Decentralized Machine Learning Miscellaneous

NVidia GTC 2023, 2023.

Abstract | Links | BibTeX | Tags: across, admire, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

Marco Aldinucci

HPC4AI: The Research on AI beyond the public cloud Miscellaneous

CENTAI kick-off meeting, 2023.

Links | BibTeX | Tags: across, admire, brainteaser, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

Bruno Casella, Samuele Fonio

Architecture-Based FedAvg for Vertical Federated Learning Miscellaneous

2023, (https://iris.unito.it/bitstream/2318/1949730/1/HALF_HVL_for_DML_ICC23___Taormina-2.pdf).

Abstract | Links | BibTeX | Tags: ai, epi, fl, icsc

ACROSS (EC H2020 IA, EuroHPC-01-2019): HPC Big Data Artificial Intelligence cross-stack platform toward exascale (2021, 36 months, total cost 8M€, G.A. n. 955648)

Publications

2023

Iacopo Colonnelli

Workflow Models for Heterogeneous Distributed Systems Proceedings Article

In: Bena, Nicola, Martino, Beniamino Di, Maratea, Antonio, Sperduti, Alessandro, Nardo, Emanuel Di, Ciaramella, Angelo, Montella, Raffaele, Ardagna, Claudio A. (Ed.): Proceedings of the 2nd Italian Conference on Big Data and Data Science (ITADATA 2023), Naples, Italy, September 11-13, 2023, CEUR-WS.org, 2023.

Abstract | Links | BibTeX | Tags: across, eupex, icsc, jupyter-workflow, streamflow

2022

Iacopo Colonnelli, Marco Aldinucci

Hybrid Workflows For Large - Scale Scientific Applications Proceedings Article

In: Sixth EAGE High Performance Computing Workshop, pp. 1–5, European Association of Geoscientists & Engineers , Milano, Italy, 2022, ISSN: 2214-4609.

Abstract | Links | BibTeX | Tags: across, eupex

Iacopo Colonnelli, Marco Aldinucci, Barbara Cantalupo, Luca Padovani, Sergio Rabellino, Concetto Spampinato, Roberto Morelli, Rosario Di Carlo, Nicolò Magini, Carlo Cavazzoni

Distributed workflows with Jupyter Journal Article

In: Future Generation Computer Systems, vol. 128, pp. 282–298, 2022, ISSN: 0167-739X.

Abstract | Links | BibTeX | Tags: across, deephealth, jupyter-workflow, streamflow

Talks

2024

Iacopo Colonnelli

CWL in the HPC Ecosystem Miscellaneous

Workshop on workflow languages for HEP analysis, 2024.

Links | BibTeX | Tags: across, eupex, icsc, space, streamflow

2023

Iacopo Colonnelli, Robert Birke, Giulio Malenza, Gianluca Mittone, Alberto Mulone, Marco Aldinucci, Valerio Basile, Marco Antonio Stranisci, Viviana Patti, Jeroen Galjaard, Lydia Y. Chen, Sanzio Bassini, Massimiliano Guarrasi, Gabriella Scipione, Jan Martinovič, Vit Vondrák

Cross-Facility Federated Learning Miscellaneous

1st EuroHPC User Day, 2023.

Links | BibTeX | Tags: across, eupex, eupilot

Alberto Scionti, Iacopo Colonnelli

Orchestrating Multi-Domain Workflows: The ACROSS Approach Miscellaneous

Workflows Community: Modern Workflows for Continuum and Cross-Facility Computing, 2023.

Links | BibTeX | Tags: across, streamflow

Iacopo Colonnelli

ACROSS: HPC Big Data Artificial Intelligence Cross Stack Platform Towards Exascale Miscellaneous

LN HPC-KTT Assemblea Nazionale 2023, 2023.

Links | BibTeX | Tags: across, streamflow

Alberto Mulone, Sherine Awad, Davide Chiarugi, Marco Aldinucci

Porting the Variant Calling Pipeline for NGS data in cloud-HPC environment Miscellaneous

47th IEEE Annual Computers, Software, and Applications Conference, COMPSAC 2023, 2023.

Abstract | Links | BibTeX | Tags: across, icsc, streamflow

Alberto Mulone, Sherine Awad, Davide Chiarugi, Marco Aldinucci

Porting the Variant Calling Pipeline for NGS data in cloud-HPC environment Miscellaneous

47th IEEE Annual Computers, Software, and Applications Conference, COMPSAC 2023, 2023.

Abstract | Links | BibTeX | Tags: across, icsc, streamflow

Sofia Karvounari, Eleni Mathioulaki, Michael R. Crusoe, Iacopo Colonnelli

Standardised Workflows at EBRAINS Miscellaneous

Human Brain Project Summit 2023, 2023, (Invited talk).

Abstract | Links | BibTeX | Tags: across, eupex, space, streamflow

Marco Aldinucci

Experimenting with Systems for Decentralized Machine Learning Miscellaneous

NVidia GTC 2023, 2023.

Abstract | Links | BibTeX | Tags: across, admire, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

Marco Aldinucci

HPC4AI: The Research on AI beyond the public cloud Miscellaneous

CENTAI kick-off meeting, 2023.

Links | BibTeX | Tags: across, admire, brainteaser, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

Iacopo Colonnelli

CWL for HPC: are we there yet? Miscellaneous

2023 CWL Conference, 2023, (Invited talk).

Abstract | Links | BibTeX | Tags: across, eupex, streamflow

2022

Marco Aldinucci

Il calcolo parallelo: una storia di metodi e algoritmi raccontata dalle macchine Miscellaneous

Olimpiadi di Informatica, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Marco Aldinucci

La convergenza HPC-cloud è l'anello mancante tra il calcolo scientifico e l'IA applicata Miscellaneous

Intelligenza Artificiale e Business Applications, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Iacopo Colonnelli, Marco Aldinucci

Hybrid Workflows For Large-Scale Scientific Applications Miscellaneous

6th EAGE High Performance Computing Workshop, 2022.

Abstract | Links | BibTeX | Tags: across, eupex, jupyter-workflow, textarossa

Iacopo Colonnelli, Barbara Cantalupo, Doriana Medić, Marco Aldinucci

Hybrid workflows for heterogeneous distributed computing Miscellaneous

3rd Italian Workshop on HPC (ITWSHPC), 2022.

Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Iacopo Colonnelli, Marco Aldinucci

CINI HPC-KTT: HPC Key Technologies and Tools National Lab Miscellaneous

NVIDIA HPC Roundtable, 2022, (Invited talk).

Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Iacopo Colonnelli, Dario Tranchitella

Dossier: multi-tenant distributed Jupyter Notebooks Miscellaneous

DoK Talks 141, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, deephealth, hpc4ai, jupyter-workflow

Iacopo Colonnelli

StreamFlow Miscellaneous

2nd HealthyCloud Workshop: Analysis of existing orchestration mechanisms for distributed computational analyses, 2022, (Invited talk).

Links | BibTeX | Tags: across, deephealth, eupex, streamflow, textarossa

Marco Aldinucci

EuroHPC and the Italian HPC ecosystem Miscellaneous

Critical Infrastructure Protection Forum - EuroCC Romania, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, icsc, textarossa

Marco Aldinucci

The Italian HPC ecosystem and the next generation of EuroHPC CoE Miscellaneous

EuroHPC EoCoE final summit, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, icsc, textarossa

Iacopo Colonnelli

StreamFlow: a topology-aware WMS Miscellaneous

ELIXIR Cloud, Data & AAI Bi-weekly Technical Calls, 2022, (Invited talk).

Links | BibTeX | Tags: across, deephealth, eupex, streamflow, textarossa

Marco Aldinucci

HPC-cloud convergence is the missing link between scientific computing and applied-AI Miscellaneous

Machine Learning for Astrophysics (ML4ASTRO), 2022, (Keynote talk).

Abstract | Links | BibTeX | Tags: across, deephealth, eupex, eupilot

Marco Aldinucci

Cognitive continuum: a game theoretical approach Miscellaneous

HiPEAC Vision meeting, Brussels, 16 May 2022, 2022.

Abstract | Links | BibTeX | Tags: across, admire, brainteaser, eumaster4hpc, eupex, eupilot, textarossa

Marco Aldinucci

Da HPC4AI al living lab dello spoke FutureHPC del Centro Nazionale HPC Miscellaneous

Condivisioni, Conferenza GARR 2022, 2022, (Keynote talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, hpc4ai, icsc, textarossa

Iacopo Colonnelli, Dario Tranchitella

OpenDeepHealth: Crafting a Deep Learning Platform as a Service with Kubernetes Miscellaneous

J on The Beach 2022, 2022.

Links | BibTeX | Tags: across, deephealth, hpc4ai, jupyter-workflow, streamflow

Iacopo Colonnelli

Distributed workflows with Jupyter Miscellaneous

J on The Beach 2022, 2022, (Workshop).

Links | BibTeX | Tags: across, deephealth, jupyter-workflow, streamflow

Iacopo Colonnelli

StreamFlow: A framework for hybrid workflows Miscellaneous

ACROSS WP4 meeting, 2022.

Links | BibTeX | Tags: across, streamflow

2021

Iacopo Colonnelli

StreamFlow: A framework for hybrid workflows Miscellaneous

ACROSS WP4 meeting, 2021.

Links | BibTeX | Tags: across, streamflow

Marco Aldinucci

The modernization of HPC applications for the cloud era Miscellaneous

Fifth EAGE Workshop on High Performance Computing for Upstream, 2021, (Keynote talk).

Abstract | BibTeX | Tags: across, admire, deephealth, streamflow

Iacopo Colonnelli

HPC Containers Miscellaneous

ACROSS WP4 meeting, 2021.

Links | BibTeX | Tags: across

Marco Aldinucci

From skeletons to workflows in the cloud-edge era Miscellaneous

14th Intl. Symposium on High-Level Programming and Applications (HLPP), 2021, (Keynote talk).

Abstract | Links | BibTeX | Tags: across, admire, deephealth, streamflow

Marco Aldinucci

Reproducibility in the AI era Miscellaneous

Penta Scientific Meeting, 2021.

Abstract | Links | BibTeX | Tags: across, admire, deephealth

Marco Aldinucci

The Italian research on HPC key technologies across EuroHPC Miscellaneous

2021.

Abstract | Links | BibTeX | Tags: across, admire, eupex, eupilot, textarossa

ADMIRE (EC H2020 RIA, EuroHPC-01-2019): Adaptive multi-tier intelligent data manager for Exascale (2021, 36 months, total cost 8M€, G.A. n. 956748)

Publications

2024

Adriano Marques Garcia, Dalvan Griebler, Claudio Schepke, José Daniel García, Javier Fernández Muñoz, Luiz Gustavo Fernandes

Performance and programmability of GrPPI for parallel stream processing on multi-cores Journal Article

In: The Journal of Supercomputing, vol. In press, no. In press, pp. 1-35, 2024, ISBN: 1573-0484.

Abstract | Links | BibTeX | Tags: admire

2023

Alberto Riccardo Martinelli, Massimo Torquati, Marco Aldinucci, Iacopo Colonnelli, Barbara Cantalupo

CAPIO: a Middleware for Transparent I/O Streaming in Data-Intensive Workflows Proceedings Article

In: 2023 IEEE 30th International Conference on High Performance Computing, Data, and Analytics (HiPC), IEEE, Goa, India, 2023.

Abstract | Links | BibTeX | Tags: admire, capio, eupex, icsc

Jesus Carretero, Javier Garcia-Blas, Marco Aldinucci, Jean Baptiste Besnard Besnard, Jean-Thomas Acquaviva, André Brinkmann, Marc-André Vef, Emmanuel Jeannot, Alberto Miranda, Ramon Nou, Morris Riedel, Massimo Torquati, Felix Wolf

Adaptive multi-tier intelligent data manager for Exascale Proceedings Article

In: 20th ACM International Conference on Computing Frontiers (CF '23), ACM, Bologna, Italy, 2023.

Abstract | Links | BibTeX | Tags: admire

Adriano Marques Garcia, Dalvan Griebler, Claudio Schepke, André Sacilotto Santos, José Daniel García, Javier Fernández Muñoz, Luiz Gustavo Fernandes

A Latency, Throughput, and Programmability Perspective of GrPPI for Streaming on Multi-cores Proceedings Article

In: 31st Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP), pp. 164-168, IEEE, Naples, Italy, 2023.

Abstract | Links | BibTeX | Tags: admire

Alessia Antelmi, Massimo Torquati, Daniele Gregori, Francesco Polzella, Gianmarco Spinatelli, Marco Aldinucci

The SWH-Analytics Framework Proceedings Article

In: Bena, Nicola, Martino, Beniamino Di, Maratea, Antonio, Sperduti, Alessandro, Nardo, Emanuel Di, Ciaramella, Angelo, Montella, Raffaele, Ardagna, Claudio A. (Ed.): Proceedings of the 2nd Italian Conference on Big Data and Data Science (ITADATA 2023), Naples, Italy, September 11-13, 2023, CEUR-WS.org, 2023.

Abstract | Links | BibTeX | Tags: admire, analytics, icsc

Javier Garcia-Blas, Genaro Sanchez-Gallegos, Cosmin Petre, Alberto Riccardo Martinelli, Marco Aldinucci, Jesus Carretero

Hercules: Scalable and Network Portable In-Memory Ad-Hoc File System for Data-Centric and High-Performance Applications Proceedings Article

In: Cano, José, Dikaiakos, Marios D., Papadopoulos, George A., Pericàs, Miquel, Sakellariou, Rizos (Ed.): Euro-Par 2023: Parallel Processing, pp. 679–693, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-39698-4.

Abstract | BibTeX | Tags: admire, HPC

Pedro Ângelo, Viviana Bono, Mariangiola Dezani-Ciancaglini, Mário Florido

Gradual Guarantee for FJ with lambda-Expressions Proceedings Article

In: Tomb, Aaron (Ed.): Proceedings of the 25th ACM International Workshop on Formal Techniques for Java-like Programs, FTfJP 2023, Seattle, WA, USA, 18 July 2023, pp. 32–38, ACM, 2023.

Links | BibTeX | Tags: admire, icsc

Yasir Arfat, Gianluca Mittone, Iacopo Colonnelli, Fabrizio D'Ascenzo, Roberto Esposito, Marco Aldinucci

Pooling critical datasets with Federated Learning Proceedings Article

In: 31st Euromicro International Conference on Parallel, Distributed and Network-Based Processing, PDP 2023, pp. 329–337, IEEE, Napoli, Italy, 2023.

Abstract | Links | BibTeX | Tags: admire, confidential, hpc4ai

2021

Marco Aldinucci, Giovanni Agosta, Antonio Andreini, Claudio A. Ardagna, Andrea Bartolini, Alessandro Cilardo, Biagio Cosenza, Marco Danelutto, Roberto Esposito, William Fornaciari, Roberto Giorgi, Davide Lengani, Raffaele Montella, Mauro Olivieri, Sergio Saponara, Daniele Simoni, Massimo Torquati

The Italian research on HPC key technologies across EuroHPC Proceedings Article

In: ACM Computing Frontiers, pp. 279–286, ACM, Virtual Conference, Italy, 2021.

Abstract | Links | BibTeX | Tags: admire, eupex, eupilot, textarossa

Talks

2023

Barbara Cantalupo

The Software Heritage Analytics Framework Miscellaneous

Admire User Meeting, 2023, 2023.

Abstract | Links | BibTeX | Tags: admire

Simone Pernice

GreatNector Modelling Tool Miscellaneous

Admire User Meeting, 2023, 2023.

Abstract | Links | BibTeX | Tags: admire

Marco Aldinucci

Experimenting with Systems for Decentralized Machine Learning Miscellaneous

NVidia GTC 2023, 2023.

Abstract | Links | BibTeX | Tags: across, admire, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

Marco Aldinucci

HPC4AI: The Research on AI beyond the public cloud Miscellaneous

CENTAI kick-off meeting, 2023.

Links | BibTeX | Tags: across, admire, brainteaser, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

Marco Aldinucci

From HPC4AI to ICSC living lab: Where systems are the research Miscellaneous

Dell Advanced Computing Workshop 2023: HPC and Beyond, 2023.

Links | BibTeX | Tags: admire, eupex, eupilot, hpc4ai, textarossa

2022

Marco Aldinucci

Il calcolo parallelo: una storia di metodi e algoritmi raccontata dalle macchine Miscellaneous

Olimpiadi di Informatica, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Marco Aldinucci

La convergenza HPC-cloud è l'anello mancante tra il calcolo scientifico e l'IA applicata Miscellaneous

Intelligenza Artificiale e Business Applications, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Iacopo Colonnelli, Barbara Cantalupo, Doriana Medić, Marco Aldinucci

Hybrid workflows for heterogeneous distributed computing Miscellaneous

3rd Italian Workshop on HPC (ITWSHPC), 2022.

Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Iacopo Colonnelli, Marco Aldinucci

CINI HPC-KTT: HPC Key Technologies and Tools National Lab Miscellaneous

NVIDIA HPC Roundtable, 2022, (Invited talk).

Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Marco Aldinucci

EuroHPC and the Italian HPC ecosystem Miscellaneous

Critical Infrastructure Protection Forum - EuroCC Romania, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, icsc, textarossa

Marco Aldinucci

The Italian HPC ecosystem and the next generation of EuroHPC CoE Miscellaneous

EuroHPC EoCoE final summit, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, icsc, textarossa

Marco Aldinucci

From small files to no files Miscellaneous

6th Workshop on Performance and Scalability of Storage Systems, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: admire, eupex

Marco Aldinucci

Cognitive continuum: a game theoretical approach Miscellaneous

HiPEAC Vision meeting, Brussels, 16 May 2022, 2022.

Abstract | Links | BibTeX | Tags: across, admire, brainteaser, eumaster4hpc, eupex, eupilot, textarossa

Marco Aldinucci

Da HPC4AI al living lab dello spoke FutureHPC del Centro Nazionale HPC Miscellaneous

Condivisioni, Conferenza GARR 2022, 2022, (Keynote talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, hpc4ai, icsc, textarossa

2021

Marco Aldinucci

The modernization of HPC applications for the cloud era Miscellaneous

Fifth EAGE Workshop on High Performance Computing for Upstream, 2021, (Keynote talk).

Abstract | BibTeX | Tags: across, admire, deephealth, streamflow

Marco Aldinucci

From skeletons to workflows in the cloud-edge era Miscellaneous

14th Intl. Symposium on High-Level Programming and Applications (HLPP), 2021, (Keynote talk).

Abstract | Links | BibTeX | Tags: across, admire, deephealth, streamflow

Marco Aldinucci

Reproducibility in the AI era Miscellaneous

Penta Scientific Meeting, 2021.

Abstract | Links | BibTeX | Tags: across, admire, deephealth

Marco Aldinucci

The Italian research on HPC key technologies across EuroHPC Miscellaneous

2021.

Abstract | Links | BibTeX | Tags: across, admire, eupex, eupilot, textarossa

TEXTAROSSA (EC H2020 RIA, EuroHPC-01-2019): Towards EXtreme scale Technologies and Accelerators for euROhpc hw/Sw Supercomputing Applications for exascale (2021, 36 months, total cost 6M€, G.A. n. 956831)

Publications

2023

Amirmasoud Ghiassi, Robert Birke, Lydia Chen

Robust Learning via Golden Symmetric Loss of (un)Trusted Labels Proceedings Article

In: SDM '23: SIAM International Conference on Data Mining, pp. 568–576, 2023.

Abstract | Links | BibTeX | Tags: textarossa

2022

Giovanni Agosta, Marco Aldinucci, Carlos Alvarez, Roberto Ammendola, Yasir Arfat, Olivier Beaumont, Massimo Bernaschi, Andrea Biagioni, Tommaso Boccali, Berenger Bramas, Carlo Brandolese, Barbara Cantalupo, Mauro Carrozzo, Daniele Cattaneo, Alessandro Celestini, Massimo Celino, Iacopo Colonnelli, Paolo Cretaro, Pasqua D'Ambra, Marco Danelutto, Roberto Esposito, Lionel Eyraud-Dubois, Antonio Filgueras, William Fornaciari, Ottorino Frezza, Andrea Galimberti, Francesco Giacomini, Brice Goglin, Daniele Gregori, Abdou Guermouche, Francesco Iannone, Michal Kulczewski, Francesca Lo Cicero, Alessandro Lonardo, Alberto R. Martinelli, Michele Martinelli, Xavier Martorell, Giuseppe Massari, Simone Montangero, Gianluca Mittone, Raymond Namyst, Ariel Oleksiak, Paolo Palazzari, Pier Stanislao Paolucci, Federico Reghenzani, Cristian Rossi, Sergio Saponara, Francesco Simula, Federico Terraneo, Samuel Thibault, Massimo Torquati, Matteo Turisini, Piero Vicini, Miquel Vidal, Davide Zoni, Giuseppe Zummo

Towards EXtreme scale technologies and accelerators for euROhpc hw/Sw supercomputing applications for exascale: The TEXTAROSSA approach Journal Article

In: Microprocessors and Microsystems, vol. 95, pp. 104679, 2022, ISSN: 0141-9331.

Abstract | Links | BibTeX | Tags: textarossa

2021

Giovanni Agosta, William Fornaciari, Andrea Galimberti, Giuseppe Massari, Federico Reghenzani, Federico Terraneo, Davide Zoni, Carlo Brandolese, Massimo Celino, Francesco Iannone, Paolo Palazzari, Giuseppe Zummo, Massimo Bernaschi, Pasqua D'Ambra, Sergio Saponara, Marco Danelutto, Massimo Torquati, Marco Aldinucci, Yasir Arfat, Barbara Cantalupo, Iacopo Colonnelli, Roberto Esposito, Alberto Riccardo Martinelli, Gianluca Mittone, Olivier Beaumont, Berenger Bramas, Lionel Eyraud-Dubois, Brice Goglin, Abdou Guermouche, Raymond Namyst, Samuel Thibault, Antonio Filgueras, Miquel Vidal, Carlos Alvarez, Xavier Martorell, Ariel Oleksiak, Michal Kulczewski, Alessandro Lonardo, Piero Vicini, Francesco Lo Cicero, Francesco Simula, Andrea Biagioni, Paolo Cretaro, Ottorino Frezza, Pier Stanislao Paolucci, Matteo Turisini, Francesco Giacomini, Tommaso Boccali, Simone Montangero, Roberto Ammendola

TEXTAROSSA: Towards EXtreme scale Technologies and Accelerators for euROhpc hw/Sw Supercomputing Applications for exascale Proceedings Article

In: Proc. of the 24th Euromicro Conference on Digital System Design (DSD), IEEE, Palermo, Italy, 2021.

Abstract | Links | BibTeX | Tags: streamflow, textarossa

Marco Aldinucci, Giovanni Agosta, Antonio Andreini, Claudio A. Ardagna, Andrea Bartolini, Alessandro Cilardo, Biagio Cosenza, Marco Danelutto, Roberto Esposito, William Fornaciari, Roberto Giorgi, Davide Lengani, Raffaele Montella, Mauro Olivieri, Sergio Saponara, Daniele Simoni, Massimo Torquati

The Italian research on HPC key technologies across EuroHPC Proceedings Article

In: ACM Computing Frontiers, pp. 279–286, ACM, Virtual Conference, Italy, 2021.

Abstract | Links | BibTeX | Tags: admire, eupex, eupilot, textarossa

Talks

2024

Robert Birke

The impact of the advances in generative models on applications and systems Miscellaneous

8th GDR RSD / ASF Winter School on Distributed Systems & Networks 2024, 2024, (Keynote talk).

Abstract | Links | BibTeX | Tags: ai, eupilot, textarossa

2023

Marco Aldinucci

Federated Learning: A Distributed System Viewpoint Miscellaneous

Bicocca University seminars, Milan, Italy, 2023, (Invited talk).

Abstract | Links | BibTeX | Tags: eupilot, icsc, textarossa

Marco Aldinucci

Experimenting with Systems for Decentralized Machine Learning Miscellaneous

NVidia GTC 2023, 2023.

Abstract | Links | BibTeX | Tags: across, admire, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

Marco Aldinucci

HPC4AI: The Research on AI beyond the public cloud Miscellaneous

CENTAI kick-off meeting, 2023.

Links | BibTeX | Tags: across, admire, brainteaser, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

Marco Aldinucci

From HPC4AI to ICSC living lab: Where systems are the research Miscellaneous

Dell Advanced Computing Workshop 2023: HPC and Beyond, 2023.

Links | BibTeX | Tags: admire, eupex, eupilot, hpc4ai, textarossa

2022

Marco Aldinucci

Il calcolo parallelo: una storia di metodi e algoritmi raccontata dalle macchine Miscellaneous

Olimpiadi di Informatica, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Marco Aldinucci

La convergenza HPC-cloud è l'anello mancante tra il calcolo scientifico e l'IA applicata Miscellaneous

Intelligenza Artificiale e Business Applications, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Iacopo Colonnelli, Marco Aldinucci

Hybrid Workflows For Large-Scale Scientific Applications Miscellaneous

6th EAGE High Performance Computing Workshop, 2022.

Abstract | Links | BibTeX | Tags: across, eupex, jupyter-workflow, textarossa

Iacopo Colonnelli, Barbara Cantalupo, Doriana Medić, Marco Aldinucci

Hybrid workflows for heterogeneous distributed computing Miscellaneous

3rd Italian Workshop on HPC (ITWSHPC), 2022.

Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Iacopo Colonnelli, Marco Aldinucci

CINI HPC-KTT: HPC Key Technologies and Tools National Lab Miscellaneous

NVIDIA HPC Roundtable, 2022, (Invited talk).

Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Iacopo Colonnelli

StreamFlow Miscellaneous

2nd HealthyCloud Workshop: Analysis of existing orchestration mechanisms for distributed computational analyses, 2022, (Invited talk).

Links | BibTeX | Tags: across, deephealth, eupex, streamflow, textarossa

Marco Aldinucci

EuroHPC and the Italian HPC ecosystem Miscellaneous

Critical Infrastructure Protection Forum - EuroCC Romania, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, icsc, textarossa

Marco Aldinucci

The Italian HPC ecosystem and the next generation of EuroHPC CoE Miscellaneous

EuroHPC EoCoE final summit, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, icsc, textarossa

Iacopo Colonnelli, Marco Aldinucci

T4.1: Streaming models Miscellaneous

TEXTAROSSA General Meeting, 2022.

Links | BibTeX | Tags: textarossa

Iacopo Colonnelli

StreamFlow: a topology-aware WMS Miscellaneous

ELIXIR Cloud, Data & AAI Bi-weekly Technical Calls, 2022, (Invited talk).

Links | BibTeX | Tags: across, deephealth, eupex, streamflow, textarossa

Marco Aldinucci

Cognitive continuum: a game theoretical approach Miscellaneous

HiPEAC Vision meeting, Brussels, 16 May 2022, 2022.

Abstract | Links | BibTeX | Tags: across, admire, brainteaser, eumaster4hpc, eupex, eupilot, textarossa

Marco Aldinucci

Da HPC4AI al living lab dello spoke FutureHPC del Centro Nazionale HPC Miscellaneous

Condivisioni, Conferenza GARR 2022, 2022, (Keynote talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, hpc4ai, icsc, textarossa

2021

Marco Aldinucci

The Italian research on HPC key technologies across EuroHPC Miscellaneous

2021.

Abstract | Links | BibTeX | Tags: across, admire, eupex, eupilot, textarossa

EUPEX (EC H2020 RIA, EuroHPC-02-2020): European Pilot for Exascale (2021, 48 months, total cost 41M€, G.A. n. 101033975)

Publications

2024

Giulio Malenza, Valentina Cesare, Marco Aldinucci, Ugo Becciani, Alberto Vecchiato

Toward HPC application portability via C++ PSTL: the Gaia AVU-GSR code assessment Journal Article

In: The Journal of Supercomputing, 2024, ISSN: 09208542.

Abstract | Links | BibTeX | Tags: eupex, HPC, icsc

2023

Alberto Riccardo Martinelli, Massimo Torquati, Marco Aldinucci, Iacopo Colonnelli, Barbara Cantalupo

CAPIO: a Middleware for Transparent I/O Streaming in Data-Intensive Workflows Proceedings Article

In: 2023 IEEE 30th International Conference on High Performance Computing, Data, and Analytics (HiPC), IEEE, Goa, India, 2023.

Abstract | Links | BibTeX | Tags: admire, capio, eupex, icsc

Iacopo Colonnelli

Workflow Models for Heterogeneous Distributed Systems Proceedings Article

In: Bena, Nicola, Martino, Beniamino Di, Maratea, Antonio, Sperduti, Alessandro, Nardo, Emanuel Di, Ciaramella, Angelo, Montella, Raffaele, Ardagna, Claudio A. (Ed.): Proceedings of the 2nd Italian Conference on Big Data and Data Science (ITADATA 2023), Naples, Italy, September 11-13, 2023, CEUR-WS.org, 2023.

Abstract | Links | BibTeX | Tags: across, eupex, icsc, jupyter-workflow, streamflow

Doriana Medić, Marco Aldinucci

Towards formal model for location aware workflows Proceedings Article

In: Shahriar, Hossain, Teranishi, Yuuichi, Cuzzocrea, Alfredo, Sharmin, Moushumi, Towey, Dave, Majumder, A. K. M. Jahangir Alam, Kashiwazaki, Hiroki, Yang, Ji-Jiang, Takemoto, Michiharu, Sakib, Nazmus, Banno, Ryohei, Ahamed, Sheikh Iqbal (Ed.): 47th IEEE Annual Computers, Software, and Applications Conference, COMPSAC 2023, pp. 1864–1869, IEEE, Torino, Italy, 2023.

Abstract | Links | BibTeX | Tags: eupex, icsc, semantics

2022

Iacopo Colonnelli, Marco Aldinucci

Hybrid Workflows For Large - Scale Scientific Applications Proceedings Article

In: Sixth EAGE High Performance Computing Workshop, pp. 1–5, European Association of Geoscientists & Engineers , Milano, Italy, 2022, ISSN: 2214-4609.

Abstract | Links | BibTeX | Tags: across, eupex

Valentina Cesare, Ugo Becciani, Alberto Vecchiato, Mario Gilberto Lattanzi, Fabio Pitari, Mario Raciti, Giuseppe Tudisco, Marco Aldinucci, Beatrice Bucciarelli

The Gaia AVU-GSR parallel solver: Preliminary studies of a LSQR-based application in perspective of exascale systems Journal Article

In: Astronomy and Computing, pp. 100660, 2022, ISSN: 2213-1337.

Abstract | Links | BibTeX | Tags: eupex

2021

Marco Aldinucci, Giovanni Agosta, Antonio Andreini, Claudio A. Ardagna, Andrea Bartolini, Alessandro Cilardo, Biagio Cosenza, Marco Danelutto, Roberto Esposito, William Fornaciari, Roberto Giorgi, Davide Lengani, Raffaele Montella, Mauro Olivieri, Sergio Saponara, Daniele Simoni, Massimo Torquati

The Italian research on HPC key technologies across EuroHPC Proceedings Article

In: ACM Computing Frontiers, pp. 279–286, ACM, Virtual Conference, Italy, 2021.

Abstract | Links | BibTeX | Tags: admire, eupex, eupilot, textarossa

Talks

2024

Iacopo Colonnelli

CWL in the HPC Ecosystem Miscellaneous

Workshop on workflow languages for HEP analysis, 2024.

Links | BibTeX | Tags: across, eupex, icsc, space, streamflow

2023

Iacopo Colonnelli, Robert Birke, Giulio Malenza, Gianluca Mittone, Alberto Mulone, Marco Aldinucci, Valerio Basile, Marco Antonio Stranisci, Viviana Patti, Jeroen Galjaard, Lydia Y. Chen, Sanzio Bassini, Massimiliano Guarrasi, Gabriella Scipione, Jan Martinovič, Vit Vondrák

Cross-Facility Federated Learning Miscellaneous

1st EuroHPC User Day, 2023.

Links | BibTeX | Tags: across, eupex, eupilot

Sofia Karvounari, Eleni Mathioulaki, Michael R. Crusoe, Iacopo Colonnelli

Standardised Workflows at EBRAINS Miscellaneous

Human Brain Project Summit 2023, 2023, (Invited talk).

Abstract | Links | BibTeX | Tags: across, eupex, space, streamflow

Marco Aldinucci

Experimenting with Systems for Decentralized Machine Learning Miscellaneous

NVidia GTC 2023, 2023.

Abstract | Links | BibTeX | Tags: across, admire, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

Marco Aldinucci

HPC4AI: The Research on AI beyond the public cloud Miscellaneous

CENTAI kick-off meeting, 2023.

Links | BibTeX | Tags: across, admire, brainteaser, epi, eumaster4hpc, eupex, eupilot, hpc4ai, space, textarossa

Iacopo Colonnelli

CWL for HPC: are we there yet? Miscellaneous

2023 CWL Conference, 2023, (Invited talk).

Abstract | Links | BibTeX | Tags: across, eupex, streamflow

Marco Aldinucci

From HPC4AI to ICSC living lab: Where systems are the research Miscellaneous

Dell Advanced Computing Workshop 2023: HPC and Beyond, 2023.

Links | BibTeX | Tags: admire, eupex, eupilot, hpc4ai, textarossa

Doriana Medić, Marco Aldinucci

Towards formal model for location aware workflows Miscellaneous

2023.

Abstract | Links | BibTeX | Tags: eupex, icsc

2022

Marco Aldinucci

Il calcolo parallelo: una storia di metodi e algoritmi raccontata dalle macchine Miscellaneous

Olimpiadi di Informatica, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Marco Aldinucci

La convergenza HPC-cloud è l'anello mancante tra il calcolo scientifico e l'IA applicata Miscellaneous

Intelligenza Artificiale e Business Applications, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Iacopo Colonnelli, Marco Aldinucci

Hybrid Workflows For Large-Scale Scientific Applications Miscellaneous

6th EAGE High Performance Computing Workshop, 2022.

Abstract | Links | BibTeX | Tags: across, eupex, jupyter-workflow, textarossa

Iacopo Colonnelli, Barbara Cantalupo, Doriana Medić, Marco Aldinucci

Hybrid workflows for heterogeneous distributed computing Miscellaneous

3rd Italian Workshop on HPC (ITWSHPC), 2022.

Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Iacopo Colonnelli, Marco Aldinucci

CINI HPC-KTT: HPC Key Technologies and Tools National Lab Miscellaneous

NVIDIA HPC Roundtable, 2022, (Invited talk).

Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, textarossa

Iacopo Colonnelli

StreamFlow Miscellaneous

2nd HealthyCloud Workshop: Analysis of existing orchestration mechanisms for distributed computational analyses, 2022, (Invited talk).

Links | BibTeX | Tags: across, deephealth, eupex, streamflow, textarossa

Marco Aldinucci

EuroHPC and the Italian HPC ecosystem Miscellaneous

Critical Infrastructure Protection Forum - EuroCC Romania, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, icsc, textarossa

Marco Aldinucci

The Italian HPC ecosystem and the next generation of EuroHPC CoE Miscellaneous

EuroHPC EoCoE final summit, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, eupilot, icsc, textarossa

Iacopo Colonnelli

StreamFlow: a topology-aware WMS Miscellaneous

ELIXIR Cloud, Data & AAI Bi-weekly Technical Calls, 2022, (Invited talk).

Links | BibTeX | Tags: across, deephealth, eupex, streamflow, textarossa

Marco Aldinucci

From small files to no files Miscellaneous

6th Workshop on Performance and Scalability of Storage Systems, 2022, (Invited talk).

Abstract | Links | BibTeX | Tags: admire, eupex

Marco Aldinucci

HPC-cloud convergence is the missing link between scientific computing and applied-AI Miscellaneous

Machine Learning for Astrophysics (ML4ASTRO), 2022, (Keynote talk).

Abstract | Links | BibTeX | Tags: across, deephealth, eupex, eupilot

Marco Aldinucci

Cognitive continuum: a game theoretical approach Miscellaneous

HiPEAC Vision meeting, Brussels, 16 May 2022, 2022.

Abstract | Links | BibTeX | Tags: across, admire, brainteaser, eumaster4hpc, eupex, eupilot, textarossa

Marco Aldinucci

Da HPC4AI al living lab dello spoke FutureHPC del Centro Nazionale HPC Miscellaneous

Condivisioni, Conferenza GARR 2022, 2022, (Keynote talk).

Abstract | Links | BibTeX | Tags: across, admire, eumaster4hpc, eupex, hpc4ai, icsc, textarossa

Iacopo Colonnelli

StreamFlow: A framework for hybrid workflows Miscellaneous

EUPEX WP5 bi-weekly meeting, 2022.

Links | BibTeX | Tags: eupex, streamflow

2021

Marco Aldinucci

The Italian research on HPC key technologies across EuroHPC Miscellaneous

2021.

Abstract | Links | BibTeX | Tags: across, admire, eupex, eupilot, textarossa

European Pilot (EC H2020 RIA, EuroHPC-02-2020, 42 months, total cost 30M€, G.A. n. 101034126)

Publications

2024

Miruna Bețianu, Abele Mălan, Marco Aldinucci, Robert Birke, Lydia Chen

DALLMi: Domain Adaption for LLM-based Multi-label Classifier Proceedings Article

In: Proceedings of the 28th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Taipei, Taiwan, 2024.

Abstract | BibTeX | Tags: ai, eupilot, icsc

2023

Samuele Fonio

Benchmarking Federated Learning Frameworks for Medical Imaging Tasks Proceedings Article

In: Image Analysis and Processing - ICIAP 2023 - 22th International Conference - FedMed, Springer LNCS, Udine, Italy, 2023, (In print).

Abstract | Links | BibTeX | Tags: ai, confidential, eupilot, icsc

Gianluca Mittone, Samuele Fonio

Benchmarking Federated Learning Scalability Proceedings Article

In: Proceedings of the 2nd Italian Conference on Big Data and Data Science, ITADATA 2023, September 11-13, 2023, CEUR, Naples, Italy, 2023.

Abstract | Links | BibTeX | Tags: confidential, eupilot, HPC, icsc

Chi Hong, Jiyue Huang, Robert Birke, Lydia Y. Chen

Exploring and Exploiting Data-Free Model Stealing Proceedings Article

In: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), Turin, Italy, 2023.

Abstract | Links | BibTeX | Tags: eupilot, icsc

Gianluca Mittone, Walter Riviera, Iacopo Colonnelli, Robert Birke, Marco Aldinucci

Model-Agnostic Federated Learning Proceedings Article

In: Euro-Par 2023: Parallel Processing, pp. 383–396, Springer, Limassol, Cyprus, 2023.

Abstract | Links | BibTeX | Tags: confidential, eupilot, icsc, riscv

Iacopo Colonnelli, Robert Birke, Marco Aldinucci

Experimenting with PyTorch on RISC-V Proceedings Article

In: RISC-V Summit Europe 2023, Barcelona, Spain, 2023, (Poster).

Abstract | Links | BibTeX | Tags: eupilot, icsc, riscv

Gianluca Mittone, Nicolò Tonci, Robert Birke, Iacopo Colonnelli, Doriana Medić, Andrea Bartolini, Roberto Esposito, Emanuele Parisi, Francesco Beneventi, Mirko Polato, Massimo Torquati, Luca Benini, Marco Aldinucci

Experimenting with Emerging RISC-V Systems for Decentralised Machine Learning Proceedings Article

In: 20th ACM International Conference on Computing Frontiers (CF '23), ACM, Bologna, Italy, 2023, ISBN: 979-8-4007-0140-5/23/05, (https://arxiv.org/abs/2302.07946).

Abstract | Links | BibTeX | Tags: confidential, eupilot, HPC, icsc, riscv

Gianluca Mittone, Filip Svoboda, Marco Aldinucci, Nicholas D. Lane, Pietro Lio

A Federated Learning Benchmark for Drug-Target Interaction Proceedings Article

In: Companion Proceedings of the ACM Web Conference 2023 (WWW '23 Companion), ACM, Austin, Texas, 2023, ISBN: 978-1-4503-9419-2/23/04, (https://arxiv.org/abs/2302.07684).

Abstract | Links | BibTeX | Tags: confidential, eupilot, icsc

Marco Aldinucci Mirko Polato Roberto Esposito

Boosting Methods for Federated Learning Proceedings Article

In: Calvanese, Diego, Diamantini, Claudia, Ferro, Nicola, Marchesin, Stefano, Silvello, Gianmaria, Tanca, Letizia (Ed.): Proc. of the 31th Italian Symposium on Advanced Database Systems,SEBD 2023, pp. 439–448, CEUR-WS.org, 2023.

Abstract | Links | BibTeX | Tags: eupilot

2022

Mirko Polato, Roberto Esposito, Marco Aldinucci

Boosting the Federation: Cross-Silo Federated Learning without Gradient Descent Proceedings Article

In: Intl. Joint Conference on Neural Networks (IJCNN), pp. 1–10, IEEE, Padua, Italy, 2022.

Abstract | Links | BibTeX | Tags: eupilot, hpc4ai

Bruno Casella, Roberto Esposito, Carlo Cavazzoni, Marco Aldinucci

Benchmarking FedAvg and FedCurv for Image Classification Tasks Proceedings Article

In: Anisetti, Marco, Bonifati, Angela, Bena, Nicola, Ardagna, Claudio, Malerba, Donato (Ed.): Proceedings of the 1st Italian Conference on Big Data and Data Science, ITADATA 2022, September 20-21, 2022, CEUR-WS.org, 2022.

Abstract | Links | BibTeX | Tags: confidential, eupilot

2021

Marco Aldinucci, Giovanni Agosta, Antonio Andreini, Claudio A. Ardagna, Andrea Bartolini, Alessandro Cilardo, Biagio Cosenza, Marco Danelutto, Roberto Esposito, William Fornaciari, Roberto Giorgi, Davide Lengani, Raffaele Montella, Mauro Olivieri, Sergio Saponara, Daniele Simoni, Massimo Torquati

The Italian research on HPC key technologies across EuroHPC Proceedings Article

In: ACM Computing Frontiers, pp. 279–286, ACM, Virtual Conference, Italy, 2021.

Abstract | Links | BibTeX | Tags: admire, eupex, eupilot, textarossa

Talks

2024

Robert Birke

The impact of the advances in generative models on applications and systems Miscellaneous

8th GDR RSD / ASF Winter School on Distributed Systems & Networks 2024, 2024, (Keynote talk).

Abstract | Links | BibTeX | Tags: ai, eupilot, textarossa

Gianluca Mittone

RISC-V for AI Miscellaneous

High Performance, Edge And Cloud computing Conference 2024 (HiPEAC 2024), 2024.

Abstract | Links | BibTeX | Tags: eupilot, icsc