Projects | Parallel Computing

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

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, invited, 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, invited, 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

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, invited, 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, invited, 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, invited, 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, invited, 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, invited, 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, invited, 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, invited, 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, keynote, 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

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, invited, 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, invited, textarossa

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

Publications

2024

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: epi, federated, icsc

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, invited, space, textarossa

Bruno Casella, Lorenzo Paletto

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

In: IEEE, Dubai, United Arab Emirates, 2023, (https://iris.unito.it/retrieve/2e845fe4-8562-4898-bb97-184675c455c0/6.%20ICBC23%20-%20PREDICTING%20BTC.pdf).

Abstract | Links | BibTeX | Tags: epi, 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: 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, Samuele Fonio

Architecture-Based FedAvg for Vertical Federated Learning Proceedings Article

In: Proceedings of the 3rd Workshop on Distributed Machine Learning for the Intelligent Computing Continuum (DML-ICC), IEEE/ACM UCC 2023, Taormina, Italy, 4 December 2023, 2023, (https://iris.unito.it/bitstream/2318/1949730/1/HALF_HVL_for_DML_ICC23___Taormina-2.pdf).

Abstract | Links | BibTeX | Tags: ai, epi, federated, 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, epi, federated, 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, 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

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, invited, space, streamflow

Iacopo Colonnelli

CWL for HPC: are we there yet? Miscellaneous

2023 CWL Conference, 2023, (Invited talk).

Abstract | Links | BibTeX | Tags: across, eupex, invited, 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, invited, space, textarossa

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

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, invited, 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, invited, 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, invited, 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, invited, streamflow, 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: a topology-aware WMS Miscellaneous

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

Links | BibTeX | Tags: across, deephealth, eupex, invited, 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, invited, 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, invited, 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, keynote

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, invited, 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, keynote, textarossa

Iacopo Colonnelli

Distributed workflows with Jupyter Miscellaneous

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

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

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

StreamFlow: A framework for hybrid workflows Miscellaneous

ACROSS WP4 meeting, 2022.

Links | BibTeX | Tags: across, streamflow

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

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, keynote, 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, keynote, streamflow

Marco Aldinucci

Reproducibility in the AI era Miscellaneous

Penta Scientific Meeting, 2021.

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

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: across, admire, eupex, eupilot, textarossa

Marco Aldinucci

The Italian research on HPC key technologies across EuroHPC Miscellaneous

2021.

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

2023

Simone Pernice

GreatNector Modelling Tool Miscellaneous

Admire User Meeting, 2023, 2023.

Abstract | Links | BibTeX | Tags: admire

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, (In press).

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

Barbara Cantalupo

The Software Heritage Analytics Framework Miscellaneous

Admire User Meeting, 2023, 2023.

Abstract | Links | BibTeX | Tags: admire

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

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, invited, 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, futurehpc, hpc4ai, invited, textarossa

A. Antelmi, M. Torquati, D. Gregori, F. Polzella, G-. Spinatelli, M. 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

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, c3s, federated, hpc4ai, learning

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, invited, 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, invited, 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, invited, 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, invited, 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, invited, 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, invited

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, invited, 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, keynote, 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, keynote, 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, keynote, streamflow

Marco Aldinucci

Reproducibility in the AI era Miscellaneous

Penta Scientific Meeting, 2021.

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

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: across, admire, eupex, eupilot, textarossa

Marco Aldinucci

The Italian research on HPC key technologies across EuroHPC Miscellaneous

2021.

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

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: eupilot, keynote, 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, invited, 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, invited, 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, futurehpc, hpc4ai, invited, 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, invited, 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, invited, 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, invited, 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, invited, streamflow, 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, invited, 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, invited, 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, invited, textarossa

Iacopo Colonnelli, Marco Aldinucci

T4.1: Streaming models Miscellaneous

TEXTAROSSA General Meeting, 2022.

Links | BibTeX | Tags: 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, invited, 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, keynote, 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: across, admire, eupex, eupilot, textarossa

Marco Aldinucci

The Italian research on HPC key technologies across EuroHPC Miscellaneous

2021.

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

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

Publications

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, (In press).

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

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, invited, space, streamflow

Iacopo Colonnelli

CWL for HPC: are we there yet? Miscellaneous

2023 CWL Conference, 2023, (Invited talk).

Abstract | Links | BibTeX | Tags: across, eupex, invited, 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, invited, 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, futurehpc, hpc4ai, invited, textarossa

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

Doriana Medić, Marco Aldinucci

Towards formal model for location aware workflows Miscellaneous

2023.

Abstract | Links | BibTeX | Tags: eupex, icsc

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

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, invited, 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, invited, 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, invited, 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, invited, streamflow, 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, invited, 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, invited, 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, invited, 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, invited

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, keynote

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, invited, 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, keynote, textarossa

Iacopo Colonnelli

StreamFlow: A framework for hybrid workflows Miscellaneous

EUPEX WP5 bi-weekly meeting, 2022.

Links | BibTeX | Tags: eupex, streamflow

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: across, admire, eupex, eupilot, textarossa

Marco Aldinucci

The Italian research on HPC key technologies across EuroHPC Miscellaneous

2021.

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

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

Publications

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: eupilot, keynote, 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

2023

Marco Aldinucci

Federated Learning: A Distributed System Viewpoint Miscellaneous

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

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

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

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, invited

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: 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, (In press).

Abstract | Links | BibTeX | Tags: eupilot, federated, icsc, In press, learning, parallel

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

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: eupilot, 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: eupilot, icsc, invited

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, 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, (https://arxiv.org/abs/2303.04906).

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

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

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: eupilot, federated, icsc, learning, parallel, 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 Miscellaneous

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

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

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, invited

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: eupilot, federated, icsc, learning

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, invited, space, textarossa

Gianluca Mittone

Paving the way to innovative tools for Federated Learning Miscellaneous

2023 HiPEAC Conference, 2023, (Invited talk).

Abstract | Links | BibTeX | Tags: eupilot, invited

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, futurehpc, hpc4ai, invited, textarossa

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

Bruno Casella

Benchmarking FedAvg and FedCurv for Image Classification Tasks Miscellaneous

ITADATA, 2022.

Abstract | Links | BibTeX | Tags: eupilot

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, invited, 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, invited, 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, invited, textarossa

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

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, invited, 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, invited, 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, keynote

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, invited, textarossa

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: 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: across, admire, eupex, eupilot, textarossa

Marco Aldinucci

The Italian research on HPC key technologies across EuroHPC Miscellaneous

2021.

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

CTE-NEXT (Italian MISE): The house of emerging technologies of Torino (2021, 48 months, total cost 14.5M€) including the novel laboratory HPC4AI-CC: HPC4AI Compute Continuum

Completed

  • EPI-TO (Univ. Torino infrastructure funding): The European Processor Initiative a University of Torino (2022, 12 months, total cost 250k€)
  • Circular Health (Compagnia di San Paolo): Circular Health for Industry (2021, 36 months, total cost 1M€)
  • QWaaS (CINECA ISCRA-C): Quantum Workflows as a Service (2021, 9 months)
  • Mnemocomputing (Compagnia di San Paolo): In-Transit HPC computing (2019, 24 months, total cost 75k€)
  • BehAPI (EC H2020 RISE, H2020-MSCA-RISE-2018) Behavioral Application Programming Interfaces (2018, 48 months, total cost 740k€, G.A. 778233).
Read More
  • SAPERI (Regione Piemonte PRISM-E): Simulazione Accelerata su Piattaforme Eterogenee di Rilasci Incidentali in atmosfera (2021, 24 months, total cost 300k€)
  • DeepHealth (EC H0202 IA, ICT-2018-11): Deep-Learning and HPC to Boost Biomedical Applications for Health (2019, 36 months, total cost 14.8M€, G.A. 825111)
  • HPC4AI (Regione Piemonte, POR FESR Regione Piemonte): Turin’s centre in High-Performance Computing for Artificial Intelligence (2018, 24 months, total cost 4.5M€)
  • C3S: Competence Center on Scientific Computing (2016, Compagnia di San Paolo, total cost 900k€)
  • HiPEAC (EC-NoE, 7th FP & H2020) European Network of Excellence on High Performance and Embedded Architecture and Compilation (2012-now).
  • cHiPSet (EC-COST Action IC1406): High-Performance Modelling and Simulation for Big Data Applications (2015, 48 months)
  • Toreador (EC-RIA, H2020, ICT-2015-16): TrustwOrthy model-awaRE Analytics Data platfORm (2015, 36 months, total cost 6.2M€)
  • OptiBike (EC I4MS): Robust Lightweight Composite Bicycle design and optimization, an experiment of EU i4MS Fortissimo2 project (2017, 24 months, total cost 230K€)
  • Rephrase (EC-RIA, H2020, ICT-2014-1): Refactoring Parallel Heterogeneous Resource-Aware Applications – a Software Engineering Approach (2015, 36 months, total cost 3.5M€).
  • NESUS (EC-COST Action IC1305): Network for Sustainable Ultrascale Computing (2014, 48 months)
  • DIMA-HUB (EU I4MS): Regional Digital Manufacturing Innovation Hub (2016, 6 months)
  • REPARA (EC-STREP, 7th FP): Reengineering and Enabling Performance And poweR of Applications (2013, 36 months, total cost 3.5M€)
  • CINA (MIUR PRIN): Compositionality, Interaction, Negotiation, Autonomicity for the future ICT society (2013, 36 months)
  • BETTY (EC-COST Action1201): Behavioural Types for Reliable Large-Scale Software Systems. (2012, 48 months)
  • ParaPhrase (EC-STREP, 7th FP): Parallel Patterns for Adaptive Heterogeneous Multicore Systems (2011, 42 months, total cost 4.2M€)
  • SALT (founded by Compagnia di San Paolo): Self-adaptive, Autonomic, Light Types (2013-2015)
  • IMPACT (founded by Compagnia di San Paolo): Innovative Methods for Particle Colliders at the Terascale (2012, 36 months)
  • IPODS (MIUR PRIN): Interacting Processes in Open-ended Distributed Systems (2009, 24 months)
  • BioBITs (founded by Regione Piemonte): Developing white and green biotechnologies by converging platforms from biology and information technology towards metagenomics (2009, 36 months)
  • MyMED (EC Italy-France cooperation (Alpi)): myMed: a transnational computer network for content sharing on desktop and mobile clients (2010, 36 months)

Industrial cooperations

  • IBM Joint Study Agreement: Spark optimisation (2015-2018)
  • Noesis Solutions: Parallel machine learning techniques for engineering (2015-2018)
  • A3CUBE: FastFlow/PGAS with in memory fabric (2014-2018)
  • NVidia Corp: CUDA Research Center at University of Torino (2013-2016)

Older projects (at University of Pisa)

  • INSYEME (Italian MIUR, FIRB): Integrated System for Emergency (2007, 36 months)
  • FRIMP (Fondazione Cassa di Risparmio di Pisa): Design of a development framework for Network Processors (2007, 36 months)
  • GridComp (EC 6th FP STREP): Grid programming with Components (2006, 30 months)
  • SFIDA (Italian MIUR, FAR-ICT): Information Science Solutions for Supply-Chains, Districts and Associations of Small and Medium Enterprises (2006, 30 months)
  • VirtuaLinux (Eurotech SpA): Virtualized high-density clusters with no single point of failure (2006, 6 months)
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  • CoreGrid (EC 6th FP NoE): Foundations, Software Infrastructures and Applications for large scale distributed, Grid and Peer-to-Peer Technologies (2004, 4 years)
  • BEinGRID (EC 6th FP IP): The Grid infrastructure for the Retail Management Experiment (2006, 18 months)
  • GridCoord (EC 6th FP Special Action): ERA Pilot on Co-ordinated Europe-wide initiative in Grid Research (2005, 18 months)
  • Grid.it (Italian MIUR, FIRB): Piattaforme abilitanti per griglie computazionali ad elevate prestazioni orientate a organizzazioni virtuali scalabili (2003, 4 years)
  • MOPROSCO Pisa-ParisVII/INRIA (INRIA, France): Functional programming and scientific computing (2005, 2 years)
  • Galileo Pisa- ParisVI: Italy-France researchers exchange programme (2005, 2 years)
  • Vigoni Pisa- Berlin/Muenster: Italy-Germany researchers exchange programme (2003, 2 years)
  • SAIB (Italian MIUR, Industrial Research): Internet-based Banking (2001, 3.5 years)
  • Progetti strategici legge 449/97 anno 2000 (Italian MIUR): High-performance Components for Data/Web Mining and Search Engines (2003, 2 years)
  • Progetti strategici legge 449/97 anno 1999 (Italian MIUR-CNR): Grid Computing: E-science Enabling Technologies and Applications (2002, 2 years)
  • ASI-PQE 2000 (Italian MIUR): ASSIST design and development (2002, 2 years)
  • Vigoni Pisa-Passau: Italy-Germany researchers exchange programme (1998, 2 years)
  • MOSAICO (Italian MIUR, 40%): High-Performance Computing on clusters of workstations(1996, 2 years)
  • PQE2000 (Italian CNR, ENA, INFN, Alenia Spazio): SkIE compiler design and development (1996, 4 years)
  • CNR Agenzia2000 (Italian MIUR-CNR): Design of an environment for parallel programming based on the structured parallelism paradigm