Papers | Parallel Computing

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 Analysis 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

Lorenzo Brescia, Marco Aldinucci

Secure Generic Remote Workflow Execution with TEEs Proceedings Article

In: Proceedings of the 2nd Workshop on Workflows in Distributed Environments, pp. 8-13, Association for Computing Machinery, Athens, Greece, 2024.

Abstract | Links | BibTeX | Tags: icsc

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

On Dark Knowledge for Distilling Generators Proceedings Article

In: Yang, De-Nian, Xie, Xing, Tseng, Vincent S., Pei, Jian, Huang, Jen-Wei, Lin, Jerry Chun-Wei (Ed.): 28th Pacific-Asia Conference on Knowledge Discovery and Data Mining PAKDD, pp. 235–247, Springer, 2024.

Links | BibTeX | Tags: ai, eupilot, icsc

Miruna Betianu, Abele Malan, Marco Aldinucci, Robert Birke, Lydia Y. Chen

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

In: Yang, De-Nian, Xie, Xing, Tseng, Vincent S., Pei, Jian, Huang, Jen-Wei, Lin, Jerry Chun-Wei (Ed.): Advances in Knowledge Discovery and Data Mining - 28th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2024, Taipei, Taiwan, May 7-10, 2024, Proceedings, Part III, pp. 277–289, Springer, 2024.

Links | BibTeX | Tags: ai, eupilot, 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

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

Gianluca Mittone, Giulio Malenza, Marco Aldinucci, Robert Birke

Distributed Edge Inference: an Experimental Study on Multiview Detection Proceedings Article

In: UCC '23: Proceedings of the 16th IEEE/ACM International Conference on Utility and Cloud Computing Companion, Taormina, Italy, 2023, (eupilot, icsc, In press).

Abstract | Links | BibTeX | Tags: ai

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

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

The MPI + CUDA Gaia AVU–GSR Parallel Solver Toward Next-generation Exascale Infrastructures Journal Article

In: Publications of the Astronomical Society of the Pacific, vol. 135, no. 1049, 2023.

Abstract | Links | BibTeX | Tags: HPC

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

Zilong Zhao, Robert Birke, Lydia Y. Chen

GDTS: GAN-based Distributed Tabular Synthesizer Proceedings Article

In: 16th IEEE International Conference on Cloud Computing (CLOUD), IEEE, Chicago, USA, 2023.

Abstract | Links | BibTeX | Tags: ai

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

Alessia Antelmi, Gennaro Cordasco, Mirko Polato, Vittorio Scarano, Carmine Spagnuolo, Dingqi Yang

A Survey on Hypergraph Representation Learning Journal Article

In: ACM Comput. Surv., 2023, ISSN: 0360-0300.

Abstract | Links | BibTeX | Tags: analytics

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

Jani Valtari, Anna Kulmala, Sandro Schönborn, David Khozaya, Robert Birke, Reikko Jyrki

Real-life Pilot of Virtual Protection and Control - Experiences and Performance Analysis Proceedings Article

In: 27th International Conference on Electricity Distribution (CIRED), Rome, Italy, 2023.

Abstract | Links | BibTeX | Tags:

Sandro Schönborn, Robert Birke, David Kozhaya, Thanikesavan Sivanthi

Real-Time Performance of Virtualised Protection and Control Software Proceedings Article

In: 27th International Conference on Electricity Distribution (CIRED), Rome, Italy, 2023.

Abstract | Links | BibTeX | Tags:

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

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

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

Alberto Mulone, Sherine Awad, Davide Chiarugi, Marco Aldinucci

Porting the Variant Calling Pipeline for NGS data in cloud-HPC environment 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. 1858–1863, IEEE, Torino, Italy, 2023.

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

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

Matteo Pennisi, Federica Proietto Salanitri, Giovanni Bellitto, Bruno Casella, Marco Aldinucci, Simone Palazzo, Concetto Spampinato

Experience Replay as an Effective Strategy for Optimizing Decentralized Federated Learning Proceedings Article

In: Proceedings of the 1st Workshop on Visual Continual Learning, ICCV 2023, Paris, France, 2 October 2023, 2023, (https://ieeexplore.ieee.org/document/10350429).

Abstract | Links | BibTeX | Tags: ai, confidential

Giorgio Audrito, Alberto Riccardo Martinelli, Gianluca Torta

Parallelising an Aggregate Programming Framework with Message-Passing Interface Proceedings Article

In: 2023 IEEE International Conference on Autonomic Computing and Self-Organizing Systems Companion (ACSOS-C), pp. 140–145, 2023.

Links | BibTeX | Tags: HPC

Matteo Pennisi, Federica Proietto Salanitri, Giovanni Bellitto, Bruno Casella, Marco Aldinucci, Simone Palazzo, Concetto Spampinato

FedER: Federated Learning through Experience Replay and Privacy-Preserving Data Synthesis Journal Article

In: Computer Vision and Image Understanding, vol. 238, pp. 103882, 2023.

Abstract | Links | BibTeX | Tags: ai, confidential

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

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

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

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

Ovidio Filippo, Francesco Bruno, Tineke H. Pinxterhuis, Mariusz Gasior, Leor Perl, Luca Gaido, Domenico Tuttolomondo, Antonio Greco, Roberto Verardi, Gianluca Lo Martire, Mario Iannaccone, Attilio Leone, Gaetano Liccardo, Serena Caglioni, Rocio González Ferreiro, Giulio Rodinò, Giuseppe Musumeci, Giuseppe Patti, Irene Borzillo, Giuseppe Tarantini, Wojciech Wańha, Bruno Casella, Eline H Ploumen, Lukasz Pyka, Ran Kornowski, Andrea Gagnor, Raffaele Piccolo, Sergio Raposeiras Roubin, Davide Capodanno, Paolo Zocca, Federico Conrotto, Gaetano M De Ferrari, Clemens Birgelen, Fabrizio D'Ascenzo

Predictors of target lesion failure after treatment of left main, bifurcation, or chronic total occlusion lesions with ultrathin-strut drug-eluting coronary stents in the ULTRA registry Journal Article

In: Catheterization and Cardiovascular Interventions, 2023.

Abstract | Links | BibTeX | Tags: ai

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

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

Sandro Gepiro Contaldo, Luca Alessandri, Iacopo Colonnelli, Marco Beccuti, Marco Aldinucci

Bringing Cell Subpopulation Discovery on a Cloud-HPC Using rCASC and StreamFlow Book Chapter

In: Calogero, Raffaele Adolfo, Benes, Vladimir (Ed.): Single Cell Transcriptomics: Methods and Protocols, pp. 337–345, Springer US, New York, NY, 2023, ISBN: 978-1-0716-2756-3.

Abstract | Links | BibTeX | Tags: streamflow

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

Adriano Marques Garcia, Dalvan Griebler, Claudio Schepke, Luiz Gustavo Fernandes

Micro-batch and data frequency for stream processing on multi-cores Journal Article

In: The Journal of Supercomputing, vol. 79, no. 8, pp. 9206-9244, 2023, ISBN: 1573-0484.

Abstract | Links | BibTeX | Tags:

2022

Yujin Zhu, Zilong Zhao, Robert Birke, Lydia Y. Chen

Permutation-Invariant Tabular Data Synthesis Proceedings Article

In: Tsumoto, Shusaku, Ohsawa, Yukio, Chen, Lei, Poel, Dirk Van, Hu, Xiaohua, Motomura, Yoichi, Takagi, Takuya, Wu, Lingfei, Xie, Ying, Abe, Akihiro, Raghavan, Vijay (Ed.): IEEE International Conference on Big Data (Big Data), pp. 5855–5864, IEEE, 2022.

Abstract | Links | BibTeX | Tags:

Emilio Sulis, Ilaria Angela Amantea, Marco Aldinucci, Guido Boella, Renata Marinello, Marco Grosso, Paolo Platter, Serena Ambrosini

An ambient assisted living architecture for hospital at home coupled with a process-oriented perspective Journal Article

In: Journal of Ambient Intelligence and Humanized Computing, 2022, ISBN: 1868-5145.

Abstract | Links | BibTeX | Tags: ai

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

Christopher Stewart, Nathaniel Morris, Lydia Y. Chen, Robert Birke

Performance Modeling for Short-Term Cache Allocation Proceedings Article

In: Proceedings of the 51st International Conference on Parallel Processing (ICPP), pp. 31:1–31:11, ACM, 2022.

Abstract | Links | BibTeX | Tags:

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

Adriano Marques Garcia, Dalvan Griebler, Claudio Schepke, Luiz Gustavo Fernandes

Evaluating Micro-batch and Data Frequency for Stream Processing Applications on Multi-cores Proceedings Article

In: 30th Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP), pp. 10-17, IEEE, Valladolid, Spain, 2022.

Abstract | Links | BibTeX | Tags:

Amirmasoud Ghiassi, Robert Birke, Lydia Y. Chen

LABNET: A Collaborative Method for DNN Training and Label Aggregation Proceedings Article

In: Rocha, Ana Paula, Steels, Luc, Herik, H. Jaap (Ed.): 14th International Conference on Agents and Artificial Intelligence (ICAART), pp. 56–66, SCITEPRESS, 2022.

Abstract | Links | BibTeX | Tags:

Federica Proietto Salanitri, Giovanni Bellitto, Simone Palazzo, Ismail Irmakci, Michael B. Wallace, Candice W. Bolan, Megan Engels, Sanne Hoogenboom, Marco Aldinucci, Ulas Bagci, Daniela Giordano, Concetto Spampinato

Neural Transformers for Intraductal Papillary Mucosal Neoplasms (IPMN) Classification in MRI images Proceedings Article

In: 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, EMBC 2022, Glasgow, Scotland, United Kingdom, July 11-15, 2022, pp. 475–479, IEEE, 2022.

Links | BibTeX | Tags: hpc4ai

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

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

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

Marco Aldinucci, David Atienza, Federico Bolelli, Mónica Caballero, Iacopo Colonnelli, José Flich, Jon Ander Gómez, David González, Costantino Grana, Marco Grangetto, Simone Leo, Pedro López, Dana Oniga, Roberto Paredes, Luca Pireddu, Eduardo Quiñones, Tatiana Silva, Enzo Tartaglione, Marina Zapater

The DeepHealth Toolkit: A Key European Free and Open-Source Software for Deep Learning and Computer Vision Ready to Exploit Heterogeneous HPC and Cloud Architectures Book Section

In: Curry, Edward, Auer, Sören, Berre, Arne J., Metzger, Andreas, Perez, Maria S., Zillner, Sonja (Ed.): Technologies and Applications for Big Data Value, pp. 183–202, Springer International Publishing, Cham, 2022, ISBN: 978-3-030-78307-5.

Abstract | Links | BibTeX | Tags: deephealth, streamflow

Bruno Casella, Alessio Chisari, Sebastiano Battiato, Mario Giuffrida.

Transfer Learning via Test-time Neural Networks Aggregation Proceedings Article

In: Farinella, Giovanni Maria, Radeva, Petia, Bouatouch, Kadi (Ed.): Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, VISIGRAPP 2022, Volume 5: VISAPP, Online Streaming, February 6-8, 2022, pp. 642–649, INSTICC SciTePress, 2022, ISBN: 978-989-758-555-5.

Abstract | Links | BibTeX | Tags: confidential

Eduardo Quiñones, Jesus Perales, Jorge Ejarque, Asaf Badouh, Santiago Marco, Fabrice Auzanneau, François Galea, David González, José Ramón Hervás, Tatiana Silva, Iacopo Colonnelli, Barbara Cantalupo, Marco Aldinucci, Enzo Tartaglione, Rafael Tornero, José Flich, Jose Maria Martinez, David Rodriguez, Izan Catalán, Jorge Garcia, Carles Hernández

The DeepHealth HPC Infrastructure: Leveraging Heterogenous HPC and Cloud Computing Infrastructures for IA-based Medical Solutions Book Section

In: Terzo, Olivier, Martinovič, Jan (Ed.): HPC, Big Data, and AI Convergence Towards Exascale: Challenge and Vision, pp. 191–216, CRC Press, Boca Raton, Florida, 2022, ISBN: 978-1-0320-0984-1.

Abstract | Links | BibTeX | Tags: deephealth, streamflow

Martin Golasowski, Jan Martinovič, Marc Levrier, Stephan Hachinger, Sophia Karagiorgou, Aikaterini Papapostolou, Spiros Mouzakitis, Ioannis Tsapelas, Monica Caballero, Marco Aldinucci, Jon Ander Gómez, Antony Chazapis, Jean-Thomas Acquaviva

Toward the Convergence of High-Performance Computing, Cloud, and Big Data Domains Book Section

In: Terzo, Olivier, Martinovič, Jan (Ed.): HPC, Big Data, and AI Convergence Towards Exascale: Challenge and Vision, pp. 1–16, CRC Press, Boca Raton, Florida, 2022, ISBN: 978-1-0320-0984-1.

Abstract | Links | BibTeX | Tags: deephealth, streamflow

Dana Oniga, Barbara Cantalupo, Enzo Tartaglione, Daniele Perlo, Marco Grangetto, Marco Aldinucci, Federico Bolelli, Federico Pollastri, Michele Cancilla, Laura Canalini, Costantino Grana, Cristina Muñoz Alcalde, Franco Alberto Cardillo, Monica Florea

Applications of AI and HPC in the Health Domain Book Section

In: Terzo, Olivier, Martinovič, Jan (Ed.): HPC, Big Data, and AI Convergence Towards Exascale: Challenge and Vision, pp. 217–239, CRC Press, Boca Raton, Florida, 2022, ISBN: 978-1-0320-0984-1.

Abstract | Links | BibTeX | Tags: deephealth, 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

Bart Cox, Robert Birke, Lydia Y. Chen

Memory-aware and context-aware multi-DNN inference on the edge Journal Article

In: Pervasive and Mobile Computing, vol. 83, pp. 1–16, 2022, ISSN: 1574-1192.

Abstract | Links | BibTeX | Tags: ai

Guglielmo Gallone, Jeehoon Kang, Francesco Bruno, Jung-Kyu Han, Ovidio De Filippo, Han-Mo Yang, Mattia Doronzo, Kyung-Woo Park, Gianluca Mittone, Hyun-Jae Kang, Radoslaw Parma, Hyeon-Cheol Gwon, Enrico Cerrato, Woo Jung Chun, Grzegorz Smolka, Seung-Ho Hur, Gerard Helft, Seung Hwan Han, Saverio Muscoli, Young Bin Song, Filippo Figini, Ki Hong Choi, Giacomo Boccuzzi, Soon-Jun Hong, Daniela Trabattoni, Chang-Wook Nam, Massimo Giammaria, Hyo-Soo Kim, Federico Conrotto, Javier Escaned, Carlo Di Mario, Fabrizio D'Ascenzo, Bon-Kwon Koo, Gaetano Maria Ferrari

Impact of Left Ventricular Ejection Fraction on Procedural and Long-Term Outcomes of Bifurcation Percutaneous Coronary Intervention Journal Article

In: The American Journal of Cardiology, vol. 172, pp. 18–25, 2022, ISSN: 0002-9149.

Abstract | Links | BibTeX | Tags:

Adriano Marques Garcia, Dalvan Griebler, Claudio Schepke, Luiz Gustavo Fernandes

SPBench: a framework for creating benchmarks of stream processing applications Journal Article

In: Computing, vol. 105, no. 5, pp. 1077-1099, 2022, ISBN: 1436-5057.

Abstract | Links | BibTeX | Tags:

2021

Amirmasoud Ghiassi, Robert Birke, Lydia Y. Chen

TrustNet: Learning from Trusted Data Against (A)symmetric Label Noise Proceedings Article

In: 8th IEEE/ACM International Conference on Big Data Computing, Applications and Technologies (BDCAT), pp. 52–62, ACM, 2021.

Abstract | Links | BibTeX | Tags:

Zilong Zhao, Aditya Kunar, Robert Birke, Lydia Y. Chen

CTAB-GAN: Effective Table Data Synthesizing Proceedings Article

In: Balasubramanian, Vineeth N., Tsang, Ivor (Ed.): Proceedings of The 13th Asian Conference on Machine Learning, pp. 97–112, PMLR, 2021.

Abstract | Links | BibTeX | Tags:

Taraneh Younesian, Zilong Zhao, Amirmasoud Ghiassi, Robert Birke, Lydia Y Chen

QActor: Active Learning on Noisy Labels Proceedings Article

In: Balasubramanian, Vineeth N., Tsang, Ivor (Ed.): Proceedings of The 13th Asian Conference on Machine Learning, pp. 548–563, PMLR, 2021.

Abstract | Links | BibTeX | Tags:

Giuliano Albanese, Robert Birke, Georgia Giannopoulou, Sandro Schönborn, Thanikesavan Sivanthi

Evaluation of Networking Options for Containerized Deployment of Real-Time Applications Proceedings Article

In: 26th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), pp. 1–8, IEEE, 2021.

Abstract | Links | BibTeX | Tags:

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

Amirmasoud Ghiassi, Robert Birke, Rui Han, Lydia Y. Chen

LABELNET: Recovering Noisy Labels Proceedings Article

In: International Joint Conference on Neural Networks (IJCNN), pp. 1–8, IEEE, 2021.

Abstract | Links | BibTeX | Tags:

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

Carmelo Pino, Simone Palazzo, Francesca Trenta, Francesca Cordero, Ulas Bagci, Francesco Rundo, Sebastiano Battiato, Daniela Giordano, Marco Aldinucci, Concetto Spampinato

Interpretable Deep Model for Predicting Gene-Addicted Non-Small-Cell Lung Cancer in CT Scans Proceedings Article

In: 18th IEEE Intl. Symposium on Biomedical Imaging (ISBI), IEEE, Nice, France, 2021.

Abstract | Links | BibTeX | Tags: deephealth

Chi Hong, Amirmasoud Ghiassi, Yichi Zhou, Robert Birke, Lydia Y. Chen

Online Label Aggregation: A Variational Bayesian Approach Proceedings Article

In: Leskovec, Jure, Grobelnik, Marko, Najork, Marc, Tang, Jie, Zia, Leila (Ed.): WWW '21: The Web Conference 2021, pp. 1904–1915, ACM / IW3C2, 2021.

Abstract | Links | BibTeX | Tags: ai

Adriano Marques Garcia, Dalvan Griebler, Claudio Schepke, Luiz Gustavo Fernandes

Introducing a Stream Processing Framework for Assessing Parallel Programming Interfaces Proceedings Article

In: 29th Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP), pp. 84-88, IEEE, Valladolid, Spain, 2021.

Abstract | Links | BibTeX | Tags:

Bart Cox, Jeroen Galjaard, Amirmasoud Ghiassi, Robert Birke, Lydia Y. Chen

Masa: Responsive Multi-DNN Inference on the Edge Proceedings Article

In: 19th IEEE International Conference on Pervasive Computing and Communications (PerCom), pp. 1–10, IEEE, 2021.

Abstract | Links | BibTeX | Tags:

Jeroen Galjaard, Bart Cox, Amirmasoud Ghiassi, Lydia Y. Chen, Robert Birke

MemA: Fast Inference of Multiple Deep Models Proceedings Article

In: 19th IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, pp. 281–286, IEEE, 2021.

Abstract | Links | BibTeX | Tags:

Gianluca Bontempi, Ricardo Chavarriaga, Hans De Canck, Emanuela Girardi, Holger Hoos, Iarla Kilbane‐Dawe, Tonio Ball, Ann Nowé, Jose Sousa, Davide Bacciu, Marco Aldinucci, Manlio De Domenico, Alessandro Saffiotti, Marco Maratea

The CLAIRE COVID-19 initiative: approach, experiences and recommendations Journal Article

In: Ethics and Information Technology, 2021.

Abstract | Links | BibTeX | Tags: deephealth

Ivan Lanese, Doriana Medić, Claudio Antares Mezzina

Static versus dynamic reversibility in CCS Journal Article

In: Acta Informatica, vol. 58, pp. 1–34, 2021.

Abstract | Links | BibTeX | Tags: semantics

Clément Aubert, Doriana Medić

Explicit Identifiers and Contexts in Reversible Concurrent Calculus Proceedings Article

In: Reversible Computation - 13th International Conference, RC 2021, Virtual Event, July 7-8, 2021, Proceedings, Springer, 2021.

Abstract | Links | BibTeX | Tags: semantics

C. Pino, G. Vecchio, Marco Fronda, Marco Calandri, Marco Aldinucci, Concetto Spampinato

TwinLiverNet: Predicting TACE Treatment Outcome from CT scans for Hepatocellular Carcinoma using Deep Capsule Networks Proceedings Article

In: 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, EMBC 2021, Mexico, November 1-5, 2021, pp. 3039–3043, IEEE, 2021.

Abstract | Links | BibTeX | Tags: ai

Marco Aldinucci, Valentina Cesare, Iacopo Colonnelli, Alberto Riccardo Martinelli, Gianluca Mittone, Barbara Cantalupo

Practical Parallelizazion of a Laplace Solver with MPI Proceedings Article

In: Iannone, Francesco (Ed.): ENEA CRESCO in the fight against COVID-19, pp. 21–24, ENEA, 2021.

Abstract | BibTeX | Tags: hpc4ai

Iacopo Colonnelli, Barbara Cantalupo, Concetto Spampinato, Matteo Pennisi, Marco Aldinucci

Bringing AI pipelines onto cloud-HPC: setting a baseline for accuracy of COVID-19 diagnosis Proceedings Article

In: Iannone, Francesco (Ed.): ENEA CRESCO in the fight against COVID-19, ENEA, 2021.

Abstract | Links | BibTeX | Tags: streamflow

Ovidio De Filippo, Jeehoon Kang, Francesco Bruno, Jung-Kyu Han, Andrea Saglietto, Han-Mo Yang, Giuseppe Patti, Kyung-Woo Park, Radoslaw Parma, Hyo-Soo Kim, Leonardo De Luca, Hyeon-Cheol Gwon, Mario Iannaccone, Woo Jung Chun, Grzegorz Smolka, Seung-Ho Hur, Enrico Cerrato, Seung Hwan Han, Carlo Mario, Young Bin Song, Javier Escaned, Ki Hong Choi, Gerard Helft, Joon-Hyung Doh, Alessandra Truffa Giachet, Soon-Jun Hong, Saverio Muscoli, Chang-Wook Nam, Guglielmo Gallone, Davide Capodanno, Daniela Trabattoni, Yoichi Imori, Veronica Dusi, Bernardo Cortese, Antonio Montefusco, Federico Conrotto, Iacopo Colonnelli, Imad Sheiban, Gaetano Maria Ferrari, Bon-Kwon Koo, Fabrizio D'Ascenzo

Benefit of Extended Dual Antiplatelet Therapy Duration in Acute Coronary Syndrome Patients Treated with Drug Eluting Stents for Coronary Bifurcation Lesions (from the BIFURCAT Registry) Journal Article

In: The American Journal of Cardiology, 2021, ISSN: 0002-9149.

Abstract | Links | BibTeX | Tags: ai

Yasir Arfat, Gianluca Mittone, Roberto Esposito, Barbara Cantalupo, Gaetano Maria De Ferrari, Marco Aldinucci

A Review of Machine Learning for Cardiology Journal Article

In: Minerva cardiology and angiology, 2021.

Abstract | Links | BibTeX | Tags: deephealth, hpc4ai

Marco Aldinucci, Valentina Cesare, Iacopo Colonnelli, Alberto Riccardo Martinelli, Gianluca Mittone, Barbara Cantalupo, Carlo Cavazzoni, Maurizio Drocco

Practical Parallelization of Scientific Applications with OpenMP, OpenACC and MPI Journal Article

In: Journal of Parallel and Distributed Computing, vol. 157, pp. 13–29, 2021.

Abstract | Links | BibTeX | Tags: HPC

Daniele D'Agostino, Ivan Merelli, Marco Aldinucci, Daniele Cesini

Hardware and Software Solutions for Energy-Efficient Computing in Scientific Programming Journal Article

In: Scientific Programming, vol. 2021, pp. 5514284, 2021, ISBN: 1058-9244.

Abstract | Links | BibTeX | Tags: HPC

Daniele D'Agostino, Pietro Liò, Marco Aldinucci, Ivan Merelli

Advantages of using graph databases to explore chromatin conformation capture experiments Journal Article

In: BMC Bioinformatics, vol. 22, no. 2, pp. 43–58, 2021, ISBN: 1471-2105.

Abstract | Links | BibTeX | Tags: deephealth, hpc4ai

Marco Aldinucci

L'infrastruttura necessaria per creare interoperabilità tra pubbliche amministrazioni Book Section

In: Perin, Roberto Cavallo (Ed.): L'amministrazione pubblica con i big data: da Torino un dibattito sull'intelligenza artificiale, pp. 225–232, 2021, ISBN: 9788875901806.

Abstract | Links | BibTeX | Tags:

Matteo Pennisi, Isaak Kavasidis, Concetto Spampinato, Vincenzo Schinina, Simone Palazzo, Federica Proietto Salanitri, Giovanni Bellitto, Francesco Rundo, Marco Aldinucci, Massimo Cristofaro, others

An Explainable AI System for Automated COVID-19 Assessment and Lesion Categorization from CT-scans Journal Article

In: Artificial Intelligence in Medicine, pp. 102114, 2021.

Abstract | Links | BibTeX | Tags: ai

Zilong Zhao, Robert Birke, Rui Han, Bogdan Robu, Sara Bouchenak, Sonia Ben Mokhtar, Lydia Y. Chen

Enhancing Robustness of On-Line Learning Models on Highly Noisy Data Journal Article

In: IEEE Trans. Dependable Secur. Comput., vol. 18, no. 5, pp. 2177–2192, 2021.

Abstract | Links | BibTeX | Tags: ai

Robert Birke, Juan F. Pérez, Zhan Qiu, Mathias Björkqvist, Lydia Y. Chen

sPARE: Partial Replication for Multi-Tier Applications in the Cloud Journal Article

In: IEEE Trans. Serv. Comput., vol. 14, no. 2, pp. 574–588, 2021.

Abstract | Links | BibTeX | Tags: parallel

Iacopo Colonnelli, Barbara Cantalupo, Roberto Esposito, Matteo Pennisi, Concetto Spampinato, Marco Aldinucci

HPC Application Cloudification: The StreamFlow Toolkit Proceedings Article

In: Bispo, João, Cherubin, Stefano, Flich, José (Ed.): 12th Workshop on Parallel Programming and Run-Time Management Techniques for Many-core Architectures and 10th Workshop on Design Tools and Architectures for Multicore Embedded Computing Platforms (PARMA-DITAM 2021), pp. 5:1–5:13, Schloss Dagstuhl – Leibniz-Zentrum für Informatik, Dagstuhl, Germany, 2021, ISSN: 2190-6807.

Abstract | Links | BibTeX | Tags: deephealth, hpc4ai, streamflow

Fabrizio D'Ascenzo, Ovidio De Filippo, Guglielmo Gallone, Gianluca Mittone, Marco Agostino Deriu, Mario Iannaccone, Albert Ariza-Solé, Christoph Liebetrau, Sergio Manzano-Fernández, Giorgio Quadri, Tim Kinnaird, Gianluca Campo, Jose Paulo Simao Henriques, James M Hughes, Alberto Dominguez-Rodriguez, Marco Aldinucci, Umberto Morbiducci, Giuseppe Patti, Sergio Raposeiras-Roubin, Emad Abu-Assi, Gaetano Maria De Ferrari, Francesco Piroli, Andrea Saglietto, Federico Conrotto, Pierluigi Omedé, Antonio Montefusco, Mauro Pennone, Francesco Bruno, Pier Paolo Bocchino, Giacomo Boccuzzi, Enrico Cerrato, Ferdinando Varbella, Michela Sperti, Stephen B. Wilton, Lazar Velicki, Ioanna Xanthopoulou, Angel Cequier, Andres Iniguez-Romo, Isabel Munoz Pousa, Maria Cespon Fernandez, Berenice Caneiro Queija, Rafael Cobas-Paz, Angel Lopez-Cuenca, Alberto Garay, Pedro Flores Blanco, Andrea Rognoni, Giuseppe Biondi Zoccai, Simone Biscaglia, Ivan Nunez-Gil, Toshiharu Fujii, Alessandro Durante, Xiantao Song, Tetsuma Kawaji, Dimitrios Alexopoulos, Zenon Huczek, Jose Ramon Gonzalez Juanatey, Shao-Ping Nie, Masa-aki Kawashiri, Iacopo Colonnelli, Barbara Cantalupo, Roberto Esposito, Sergio Leonardi, Walter Grosso Marra, Alaide Chieffo, Umberto Michelucci, Dario Piga, Marta Malavolta, Sebastiano Gili, Marco Mennuni, Claudio Montalto, Luigi Oltrona Visconti, Yasir Arfat

Machine learning-based prediction of adverse events following an acute coronary syndrome (PRAISE): a modelling study of pooled datasets Journal Article

In: The Lancet, vol. 397, no. 10270, pp. 199–207, 2021, ISSN: 0140-6736.

Abstract | Links | BibTeX | Tags: deephealth, hpc4ai

Iacopo Colonnelli, Barbara Cantalupo, Ivan Merelli, Marco Aldinucci

StreamFlow: cross-breeding cloud with HPC Journal Article

In: IEEE Transactions on Emerging Topics in Computing, vol. 9, no. 4, pp. 1723–1737, 2021.

Abstract | Links | BibTeX | Tags: deephealth, hpc4ai, streamflow

2020

Adriano Marques Garcia, Matheus Serpa, Dalvan Griebler, Claudio Schepke, Luiz Gustavo Fernandes, Philippe O. A. Navaux

The Impact of CPU Frequency Scaling on Power Consumption of Computing Infrastructures Proceedings Article

In: International Conference on Computational Science and its Applications (ICCSA), pp. 142-157, Springer, Cagliari, Italy, 2020.

Abstract | Links | BibTeX | Tags:

Doriana Medić, Claudio Antares Mezzina, Iain Phillips, Nobuko Yoshida

A parametric framework for reversible emph(pi)-calculi Journal Article

In: Information and Computation, vol. 275, pp. 104644, 2020.

Abstract | Links | BibTeX | Tags: semantics

Ivan Lanese, Doriana Medić

A General Approach to Derive Uncontrolled Reversible Semantics Proceedings Article

In: 31st International Conference on Concurrency Theory, CONCUR 2020, September 1-4, 2020, Vienna, Austria (Virtual Conference), pp. 33:1–33:24, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2020.

Abstract | Links | BibTeX | Tags: semantics

Doriana Medić, Claudio Antares Mezzina, Iain Phillips, Nobuko Yoshida

Towards a Formal Account for Software Transactional Memory Proceedings Article

In: Reversible Computation - 12th International Conference, RC 2020, Oslo, Norway, July 9-10, 2020, Proceedings, pp. 255–263, Springer, 2020.

Abstract | Links | BibTeX | Tags: semantics

Vasco Amaral, Beatriz Norberto, Miguel Goulão, Marco Aldinucci, Siegfried Benkner, Andrea Bracciali, Paulo Carreira, Edgars Celms, Luís Correia, Clemens Grelck, Helen Karatza, Christoph Kessler, Peter Kilpatrick, Hugo Martiniano, Ilias Mavridis, Sabri Pllana, Ana Respício, José Simão, Luís Veiga, Ari Visa

Programming languages for data-Intensive HPC applications: A systematic mapping study Journal Article

In: Parallel Computing, pp. 102584, 2020, ISSN: 0167-8191.

Abstract | Links | BibTeX | Tags: HPC

Daniele D'Agostino, Pietro Liò, Marco Aldinucci, Ivan Merelli

NeoHiC: A web application for the analysis of Hi-C data Proceedings Article

In: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 98–107, 2020, ISBN: 978-3-030-63061-4.

Abstract | Links | BibTeX | Tags:

Paul Metzger, Murray Cole, Christian Fensch, Marco Aldinucci, Enrico Bini

Enforcing Deadlines for Skeleton-based Parallel Programming Proceedings Article

In: 26th IEEE Real-Time and Embedded Technology and Applications Symposium (RTAS), Sydney, Australia, 2020.

Abstract | Links | BibTeX | Tags:

Vincent Reniers, Yuan Gao, Ren Zhang, Paolo Viviani, Akash Madhusudan, Bert Lagaisse, Svetla Nikova, Dimitri Van Landuyt, Riccardo Lombardi, Bart Preneel, Wouter Joosen

Authenticated and Auditable Data Sharing via Smart Contract Proceedings Article

In: Proceedings of the 35th ACM/SIGAPP Symposium on Applied Computing, pp. 1–8, ACM, Brno, Czech Republic, 2020, ISBN: xxx-x-xxxx-xxxx-x.

Abstract | BibTeX | Tags:

Valentina Cesare, Iacopo Colonnelli, Marco Aldinucci

Practical Parallelization of Scientific Applications Proceedings Article

In: Proc. of 28th Euromicro Intl. Conference on Parallel Distributed and network-based Processing (PDP), pp. 376–384, IEEE, Västerås, Sweden, 2020.

Abstract | Links | BibTeX | Tags: c3s, hpc4ai

Jose Daniel Garcia, Jose Daniel Rio, Marco Aldinucci, Fabio Tordini, Marco Danelutto, Gabriele Mencagli, Massimo Torquati

Challenging the abstraction penalty in parallel patterns libraries: Adding FastFlow support to GrPPI Journal Article

In: The Journal of Supercomputing, vol. 76, no. 7, pp. 5139–5159, 2020.

Abstract | Links | BibTeX | Tags: fastflow, rephrase

2019

Adriano Marques Garcia, Claudio Schepke, Alessandro Gonçalves Girardi

PAMPAR: A new parallel benchmark for performance and energy consumption evaluation Journal Article

In: Concurrency and Computation: Practice and Experience, vol. 32, no. 20, pp. 1-21, 2019.

Abstract | Links | BibTeX | Tags:

Paolo Viviani

Deep Learning at Scale with Nearest Neighbours Communications PhD Thesis

Computer Science Department, University of Torino, 2019.

Abstract | Links | BibTeX | Tags:

Marco Aldinucci, Stefano Bagnasco, Matteo Concas, Stefano Lusso, Sergio Rabellino, Danilo Demarchi, Sara Vallero

Managing a heterogeneous scientific computing cluster with cloud-like tools: ideas and experience Proceedings Article

In: European Physical Journal Web of Conferences, pp. 07030, 2019.

Abstract | Links | BibTeX | Tags:

Adriano Marques Garcia, Claudio Schepke, Alessandro Gonçalves Girardi, Sherlon Almeida Silva

A New Parallel Benchmark for Performance Evaluation and Energy Consumption Proceedings Article

In: High Performance Computing for Computational Science – VECPAR 2018, pp. 188-201, Springer International Publishing, Cham, 2019, ISBN: 978-3-030-15996-2.

Abstract | Links | BibTeX | Tags:

Massimo Torquati, Daniele De Sensi, Gabriele Mencagli, Marco Aldinucci, Marco Danelutto

Power-Aware Pipelining with Automatic Concurrency Control Journal Article

In: Concurrency and Computation: Practice and Experience, vol. 31, no. 5, 2019.

Abstract | Links | BibTeX | Tags: rephrase

Marco Aldinucci, Maurizio Drocco, Claudia Misale, Guy Tremblay

Languages for Big Data analysis Book Chapter

In: Sakr, Sherif, Zomaya, Albert (Ed.): Encyclopedia of Big Data Technologies, Springer International Publishing, Cham, 2019, ISBN: 978-3-319-63962-8.

Abstract | Links | BibTeX | Tags: parallel

Marco Danelutto, Tiziano De Matteis, Daniele De Sensi, Gabriele Mencagli, Massimo Torquati, Marco Aldinucci, Peter Kilpatrick

The RePhrase Extended Pattern Set for Data Intensive Parallel Computing Journal Article

In: International Journal of Parallel Programming, vol. 47, no. 1, pp. 74–93, 2019.

Abstract | Links | BibTeX | Tags: fastflow, rephrase

Massimo Torquati, Gabriele Mencagli, Maurizio Drocco, Marco Aldinucci, Tiziano De Matteis, Marco Danelutto

On Dynamic Memory Allocation in Sliding-Window Parallel Patterns for Streaming Analytics Journal Article

In: The Journal of Supercomputing, vol. 75, no. 8, pp. 4114–4131, 2019.

Abstract | Links | BibTeX | Tags: fastflow, rephrase

Doriana Medić

Relative expressiveness of calculi for reversible concurrency Journal Article

In: Bull. EATCS, vol. 129, 2019.

Abstract | Links | BibTeX | Tags: semantics

Paolo Viviani, Maurizio Drocco, Daniele Baccega, Iacopo Colonnelli, Marco Aldinucci

Deep Learning at Scale Proceedings Article

In: Proc. of 27th Euromicro Intl. Conference on Parallel Distributed and network-based Processing (PDP), pp. 124–131, IEEE, Pavia, Italy, 2019.

Abstract | Links | BibTeX | Tags: ai

Ivan Merelli, Federico Fornari, Fabio Tordini, Daniele D'Agostino, Marco Aldinucci, Daniele Cesini

Exploiting Docker containers over Grid computing for a comprehensive study of chromatin conformation in different cell types Journal Article

In: Journal of Parallel and Distributed Computing, vol. 134, pp. 116–127, 2019, ISSN: 0743-7315.

Abstract | Links | BibTeX | Tags: bioinformatics

Clemens Grelck, Ewa Niewiadomska-Szynkiewicz, Marco Aldinucci, Andrea Bracciali, Elisabeth Larsson

Why High-Performance Modelling and Simulation for Big Data Applications Matters Book Chapter

In: Kołodziej, Joanna, González-Vélez, Horacio (Ed.): High-Performance Modelling and Simulation for Big Data Applications: Selected Results of the COST Action IC1406 cHiPSet, no. 11400, pp. 1–35, Springer International Publishing, Cham, 2019, ISBN: 978-3-030-16272-6.

Abstract | Links | BibTeX | Tags: HPC

Maurizio Drocco, Paolo Viviani, Iacopo Colonnelli, Marco Aldinucci, Marco Grangetto

Accelerating spectral graph analysis through wavefronts of linear algebra operations Proceedings Article

In: Proc. of 27th Euromicro Intl. Conference on Parallel Distributed and network-based Processing (PDP), pp. 9–16, IEEE, Pavia, Italy, 2019.

Abstract | Links | BibTeX | Tags:

Vincent Reniers, Dimitri Van Landuyt, Paolo Viviani, Bert Lagaisse, Riccardo Lombardi, Wouter Joosen

Analysis of Architectural Variants for Auditable Blockchain-based Private Data Sharing Proceedings Article

In: Proceedings of the 34th ACM/SIGAPP Symposium on Applied Computing, pp. 346–354, ACM, Limassol, Cyprus, 2019, ISBN: 978-1-4503-5933-7.

Abstract | Links | BibTeX | Tags:

2018

Adriano Marques Garcia, Claudio Schepke, Alessandro Gonçalves Girardi, Sherlon Almeida Silva

Power Consumption of Parallel Programming Interfaces in Multicore Architectures: A Case Study Proceedings Article

In: 2018 Symposium on High Performance Computing Systems (WSCAD), pp. 77-83, 2018.

Abstract | Links | BibTeX | Tags:

Claudia Misale, Maurizio Drocco, Guy Tremblay, Marco Aldinucci

PiCo: a Novel Approach to Stream Data Analytics Proceedings Article

In: Proc. of Euro-Par Workshops: 1st Intl. Workshop on Autonomic Solutions for Parallel and Distributed Data Stream Processing (Auto-DaSP 2017), Springer, Santiago de Compostela, Spain, 2018.

Abstract | Links | BibTeX | Tags: rephrase, toreador

Gabriele Mencagli, Massimo Torquati, Fabio Lucattini, Salvatore Cuomo, Marco Aldinucci

Harnessing sliding-window execution semantics for parallel stream processing Journal Article

In: Journal of Parallel and Distributed Computing, vol. 116, pp. 74–88, 2018, ISSN: 0743-7315.

Abstract | Links | BibTeX | Tags: fastflow, rephrase

Marco Aldinucci, Sergio Rabellino, Marco Pironti, Filippo Spiga, Paolo Viviani, Maurizio Drocco, Marco Guerzoni, Guido Boella, Marco Mellia, Paolo Margara, Idillio Drago, Roberto Marturano, Guido Marchetto, Elio Piccolo, Stefano Bagnasco, Stefano Lusso, Sara Vallero, Giuseppe Attardi, Alex Barchiesi, Alberto Colla, Fulvio Galeazzi

HPC4AI, an AI-on-demand federated platform endeavour Proceedings Article

In: ACM Computing Frontiers, Ischia, Italy, 2018.

Abstract | Links | BibTeX | Tags: hpc4ai, rephrase, toreador

Paolo Viviani, Maurizio Drocco, Marco Aldinucci

Scaling Dense Linear Algebra on Multicore and Beyond: a Survey Proceedings Article

In: Proc. of 26th Euromicro Intl. Conference on Parallel Distributed and network-based Processing (PDP), IEEE, Cambridge, United Kingdom, 2018.

Abstract | Links | BibTeX | Tags:

Fabio Tordini, Marco Aldinucci, Paolo Viviani, Ivan Merelli, Pietro Liò

Scientific Workflows on Clouds with Heterogeneous and Preemptible Instances Proceedings Article

In: Proc. of the Intl. Conference on Parallel Computing, ParCo 2017, 12-15 September 2017, Bologna, Italy, IOS Press, 2018.

Abstract | Links | BibTeX | Tags: rephrase

Paolo Viviani, Marco Aldinucci, Roberto d'Ippolito, Jan Lemeire, Dean Vucinic

A Flexible Numerical Framework for Engineering—A Response Surface Modelling Application Book Chapter

In: Improved Performance of Materials: Design and Experimental Approaches, pp. 93–106, Springer International Publishing, Cham, 2018, ISBN: 978-3-319-59590-0.

Abstract | Links | BibTeX | Tags: repara, rephrase

Marco Aldinucci, Marco Danelutto, Maurizio Drocco, Peter Kilpatrick, Claudia Misale, Guilherme Peretti Pezzi, Massimo Torquati

A Parallel Pattern for Iterative Stencil + Reduce Journal Article

In: Journal of Supercomputing, vol. 74, no. 11, pp. 5690–5705, 2018.

Abstract | Links | BibTeX | Tags: HPC, repara, rephrase

Paolo Viviani, Maurizio Drocco, Marco Aldinucci

Pushing the boundaries of parallel Deep Learning - A practical approach Journal Article

In: CoRR, vol. abs/1806.09528, 2018.

Abstract | Links | BibTeX | Tags:

Claudia Misale, Maurizio Drocco, Guy Tremblay, Alberto R. Martinelli, Marco Aldinucci

PiCo: High-performance data analytics pipelines in modern C++ Journal Article

In: Future Generation Computer Systems, vol. 87, pp. 392–403, 2018.

Abstract | Links | BibTeX | Tags: fastflow, HPC, toreador

2017

Salvatore Cuomo, Marco Aldinucci, Massimo Torquati

Guest Editorial for Programming Models and Algorithms for Data Analysis in HPC Systems Journal Article

In: International Journal of Parallel Programming, pp. 1–3, 2017, ISSN: 0885-7458, (Editorial).

Abstract | Links | BibTeX | Tags: HPC

Maurizio Drocco

Parallel Programming with Global Asynchronous Memory: Models, C++ APIs and Implementations PhD Thesis

Computer Science Department, University of Torino, 2017.

Abstract | Links | BibTeX | Tags: fastflow, paraphrase, repara, rephrase, toreador

Paula Severi, Luca Padovani, Emilio Tuosto, Mariangiola Dezani-Ciancaglini

On Sessions and Infinite Data Journal Article

In: Logical Methods in Computer Science, vol. Volume 13, Issue 2, 2017.

Links | BibTeX | Tags: rephrase, semantics

Maurizio Drocco, Claudia Misale, Guy Tremblay, Marco Aldinucci

A Formal Semantics for Data Analytics Pipelines Technical Report

Computer Science Department, University of Torino 2017, (https://arxiv.org/abs/1705.01629).

Links | BibTeX | Tags: rephrase, toreador

Claudia Misale

PiCo: A Domain-Specific Language for Data Analytics Pipelines PhD Thesis

Computer Science Department, University of Torino, 2017.

Abstract | Links | BibTeX | Tags: fastflow, paraphrase, repara, rephrase, toreador

Paolo Viviani, Massimo Torquati, Marco Aldinucci, Roberto d'Ippolito

Multiple back-end support for the Armadillo linear algebra interface Proceedings Article

In: In proc. of the 32nd ACM Symposium on Applied Computing (SAC), pp. 1566–1573, Marrakesh, Morocco, 2017.

Abstract | Links | BibTeX | Tags: HPC, repara, rephrase

Marco Aldinucci, Marco Danelutto, Daniele De Sensi, Gabriele Mencagli, Massimo Torquati

Towards Power-Aware Data Pipelining on Multicores Proceedings Article

In: Proceedings of the 10th International Symposium on High-Level Parallel Programming and Applications, Valladolid, Spain, 2017.

Abstract | Links | BibTeX | Tags: fastflow, rephrase

Claudia Misale, Maurizio Drocco, Marco Aldinucci, Guy Tremblay

A Comparison of Big Data Frameworks on a Layered Dataflow Model Journal Article

In: Parallel Processing Letters, vol. 27, no. 01, pp. 1–20, 2017.

Abstract | Links | BibTeX | Tags: rephrase, toreador

Marco Aldinucci, Marco Danelutto, Peter Kilpatrick, Massimo Torquati

FastFlow: high-level and efficient streaming on multi-core Book Chapter

In: Pllana, Sabri, Xhafa, Fatos (Ed.): Programming Multi-core and Many-core Computing Systems, Chapter 13, pp. 261–280, John Wiley & Sons, Ltd, 2017, ISBN: 9781119332015.

Abstract | Links | BibTeX | Tags: fastflow

Fabio Tordini, Maurizio Drocco, Claudia Misale, Luciano Milanesi, Pietro Liò, Ivan Merelli, Massimo Torquati, Marco Aldinucci

NuChart-II: the road to a fast and scalable tool for Hi-C data analysis Journal Article

In: International Journal of High Performance Computing Applications, vol. 31, no. 3, pp. 196–211, 2017.

Abstract | Links | BibTeX | Tags: bioinformatics, fastflow, repara, rephrase

Marco Aldinucci, Stefano Bagnasco, Stefano Lusso, Paolo Pasteris, Sergio Rabellino

OCCAM: a flexible, multi-purpose and extendable HPC cluster Proceedings Article

In: Journal of Physics: Conf. Series (CHEP 2016), pp. 082039, San Francisco, USA, 2017.

Abstract | Links | BibTeX | Tags: c3s, HPC

Concetto Spampinato, Simone Palazzo, Daniela Giordano, Marco Aldinucci, Rosalia Leonardi

Deep learning for automated skeletal bone age assessment in X-ray images Journal Article

In: Medical Image Analysis, vol. 36, pp. 41–51, 2017.

Abstract | Links | BibTeX | Tags: HPC

Mario Coppo, Mariangiola Dezani-Ciancaglini, Alejandro D'ıaz-Caro, Ines Margaria, Maddalena Zacchi

Retractions in Intersection Types Proceedings Article

In: Kobayashi, Naoki (Ed.): ITRS'16, pp. 31–47, 2017.

Links | BibTeX | Tags: rephrase, semantics

Joshua Romero, Everett H. Phillips, Gregory Ruetsch, Massimiliano Fatica, Filippo Spiga, Paolo Giannozzi

A Performance Study of Quantum ESPRESSO's PWscf Code on Multi-core and GPU Systems Proceedings Article

In: High Performance Computing Systems. Performance Modeling, Benchmarking, and Simulation - 8th International Workshop, PMBS 2017, Denver, CO, USA, November 13, 2017, Proceedings, pp. 67–87, 2017.

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Wissam Abu Ahmad, Andrea Bartolini, Francesco Beneventi, Luca Benini, Andrea Borghesi, Marco Cicala, Privato Forestieri, Cosimo Gianfreda, Daniele Gregori, Antonio Libri, Filippo Spiga, Simone Tinti

Design of an Energy Aware Petaflops Class High Performance Cluster Based on Power Architecture Proceedings Article

In: 2017 IEEE International Parallel and Distributed Processing Symposium Workshops, IPDPS Workshops 2017, Orlando / Buena Vista, FL, USA, May 29 - June 2, 2017, pp. 964–973, 2017.

Links | BibTeX | Tags: HPC

2016

Paolo Viviani, Marco Aldinucci, Roberto d'Ippolito

An hybrid linear algebra framework for engineering Proceedings Article

In: Advanced Computer Architecture and Compilation for High-Performance and Embedded Systems (ACACES) – Poster Abstracts, Fiuggi, Italy, 2016.

Abstract | Links | BibTeX | Tags: HPC, repara

Claudia Misale, Maurizio Drocco, Marco Aldinucci, Guy Tremblay

A Comparison of Big Data Frameworks on a Layered Dataflow Model Proceedings Article

In: Proc. of Intl. Workshop on High-Level Parallel Programming (HLPP), pp. 1–19, arXiv.org, Muenster, Germany, 2016.

Abstract | Links | BibTeX | Tags: rephrase, toreador

Fabio Tordini

The road towards a Cloud-based High-Performance solution for genomic data analysis PhD Thesis

Computer Science Department, University of Torino, Italy, 2016.

Abstract | Links | BibTeX | Tags: bioinformatics, fastflow

Bogdan Nicolae, Carlos H. A. Costa, Claudia Misale, Kostas Katrinis, Yoonho Park

Towards Memory-Optimized Data Shuffling Patterns for Big Data Analytics Proceedings Article

In: IEEE/ACM 16th Intl. Symposium on Cluster, Cloud and Grid Computing, CCGrid 2016, IEEE, Cartagena, Colombia, 2016.

Abstract | Links | BibTeX | Tags: HPC