Reconfigurable Heterogeneous Highly Parallel Processing Platform for safe and secure AI

Informations projet

REBECCA

N° de convention de subvention: 101097224

DOI

10.3030/101097224

Date de signature de la CE 1 Decembre 2022

Date de début 1 Février 2023

Date de fin 31 Janvier 2027

Financé au titre de

• Digital, Industry and Space

Coût total

€ 8 498 328,59

Contribution de l’UE

€ 2 744 319,72

Coordonné par

POLYTECHNEIO KRITIS
Greece

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Livrables

Documents, reports (7)

Alpha version (MVP) of the integrated software stack

The first (alpha) version will provide necessary interfaces and early implementations of components, with possible components missing or having reduced features.

Beta version of the DSE, safety and security tools

The second version of the tools and methods will include all the final planned features to explore the design space and analyse safety and security of the AI algorithms on the REBECCA platform. It will enable the in-depth analysis of the expected project outcomes using the designs from WP2 and the use cases from WP5.

Alpha version (MVP) of the DSE, safety and security tools

The first version of the tools will provide only preliminary capabilities, and enable initial feedback from the WP2 partners, as appropriate.

Beta version of the integrated software stack

The second (beta) version of the integrated software stack with all components and capable of supporting most use cases in the project.

Report 1 on Communication and Dissemination

Report on the dissemination and communication activities. Update of the dissemination plan and reporting the results of the second reporting period.

Plan for Communication, Dissemination and Exploitation channels

The initial plan for Communication Dissemination and exploitation activities templates the Project website and communication channels social media and others

Evaluation framework and Criteria

List of KPIs and evaluation criteria

Data Management Plan (2)

Data Management Plan (M1-M6)

Description of the project DMP open source and open data along with procedures to be used at use cases

Data Management Plan (M7-M18)

Description of the project DMP, open source and open data, along with procedures to be used at use cases.

Publications

Peer reviewed articles (19)

NN2FPGA: Optimizing CNN Inference on FPGAs With Binary Integer Programming

Auteurs: Roberto Bosio, Filippo Minnella, Teodoro Urso, Mario R. Casu, Luciano Lavagno, Mihai T. Lazarescu, Paolo Pasini
Publié dans: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, Numéro 44, 2024, ISSN 0278-0070
Éditeur: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TCAD.2024.3507570

IEEE Transactions on Computers

Auteurs: Papadimitriou, George; Gizopoulos, Dimitris
Publié dans: IEEE Transactions on Computers, 2023, ISSN 0018-9340
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TC.2023.3285094

Model-driven gap analysis for the fulfillment of quality standards in software development processes

Auteurs: Giovanni Giachetti; José Luis de la Vara; Beatriz Marín
Publié dans: Software Quality Journal, Numéro 32, 2023, ISSN 1573-1367
Éditeur: Springer
DOI: 10.21203/RS.3.RS-2329678/V1

IEEE Access

Auteurs: Mohammad Cheshfar; Mohammad Hossein Maghami; Parviz Amiri; Hossein Gharaee Garakani; Luciano Lavagno
Publié dans: IEEE Access, 2024, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/ACCESS.2024.3510677

Assessment of the quality of the text of safety standards with industrial semantic technologies

Auteurs: Jose Luis de la Vara, Hector Bahamonde, Clara Ayora
Publié dans: Computer Standards & Interfaces, Numéro 88, 2023, ISSN 0920-5489
Éditeur: Elsevier BV
DOI: 10.1016/J.CSI.2023.103803

IEEE Journal on Emerging and Selected Topics in Circuits and Systems

Auteurs: Ottati, Fabrizio; Gao, Chang; Chen, Qinyu; Brignone, Giovanni; Casu, Mario R.; Eshraghian, Jason K.; Lavagno, Luciano
Publié dans: IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2023, ISSN 2156-3357
Éditeur: IEEE
DOI: 10.48550/arxiv.2306.15749

Software Quality Journal

Auteurs: Giovanni Giachetti; José Luis de la Vara; Beatriz Marín
Publié dans: Crossref, 2023, ISSN 0963-9314
Éditeur: Kluwer Academic Publishers
DOI: 10.1007/s11219-023-09649-x

IEEE Access

Auteurs: M. Usman Jamal; Zhuowei Li; Mihai T. Lazarescu; Luciano Lavagno
Publié dans: IEEE Access, 2023, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/ACCESS.2023.3303840

An Energy-Efficient GeMM-Based Convolution Accelerator With On-the-Fly im2col

Auteurs: Jordi Fornt, Pau Fontova-Musté, Martí Caro, Jaume Abella, Francesc Moll, Josep Altet, Christoph Studer
Publié dans: IEEE Transactions on Very Large Scale Integration (VLSI) Systems, Numéro 31, 2023, ISSN 1063-8210
Éditeur: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TVLSI.2023.3286122

Transactions on Architecture and Code Optimization

Auteurs: Agiakatsikas, Dimitris; Papadimitriou, George; Karakostas, Vasileios; Gizopoulos, Dimitris; Psarakis, Mihalis; Bélanger-Champagne, Camille; Blackmore, Ewart
Publié dans: 56th Annual IEEE/ACM International Symposium on Microarchitecture, 2023, ISSN 1544-3566
Éditeur: Association for Computing Machinary, Inc.
DOI: 10.1145/3613424.3614304

To Spike or Not to Spike: A Digital Hardware Perspective on Deep Learning Acceleration

Auteurs: Fabrizio Ottati, Chang Gao, Qinyu Chen, Giovanni Brignone, Mario R. Casu, Jason K. Eshraghian, Luciano Lavagno
Publié dans: IEEE Journal on Emerging and Selected Topics in Circuits and Systems, Numéro 13, 2024, ISSN 2156-3357
Éditeur: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JETCAS.2023.3330432

IEEE Journal on Emerging and Selected Topics in Circuits and Systems

Auteurs: Ottati, Fabrizio; Gao, Chang; Chen, Qinyu; Brignone, Giovanni; Casu, Mario R; Eshraghian, Jason K; Lavagno, Luciano
Publié dans: Crossref, 2023, ISSN 2156-3357
Éditeur: IEEE Circuits and Systems Society
DOI: 10.5167/uzh-254211

ACM Transactions on Reconfigurable Technology and Systems

Auteurs: Giovanni Brignone; Roberto Bosio; Fabrizio Ottati; Claudio Sansoè; Luciano Lavagno
Publié dans: ACM Transactions on Reconfigurable Technology and Systems, 2025, ISSN 1936-7406
Éditeur: Association for Computing Machinery (ACM)
DOI: 10.48550/ARXIV.2411.11384

Journal of Signal Processing Systems

Auteurs: Martí Caro; Jaume Abella
Publié dans: instname:Universitat Politècnica de Catalunya (UPC), 2024, ISSN 1939-8018
Éditeur: Springer
DOI: 10.1007/s11265-024-01917-8

IEEE Access

Auteurs: Roberto Bosio; Giovanni Brignone; Teodoro Urso; Mihai T. Lazarescu; Luciano Lavagno; Paolo Pasini
Publié dans: IEEE Access, 2025, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/ACCESS.2025.3560405

Estimating the Failures and Silent Errors Rates of CPUs Across ISAs and Microarchitectures

Auteurs: Gizopoulos, Dimitris; Papadimitriou, George; Chatzopoulos, Odysseas
Publié dans: 2023 IEEE International Test Conference (ITC), 2023, ISSN 2378-2250
Éditeur: IEEE
DOI: 10.1109/ITC51656.2023.00056

A Scalable All-Digital Near-Memory Computing Architecture for Edge AIoT Applications

Auteurs: Masoud Nouripayam, Arturo Prieto, Joachim Rodrigues
Publié dans: IEEE Access, Numéro 13, 2025, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2025.3582013

SimPoint-Based Microarchitectural Hotspot & Energy-Efficiency Analysis of RISC-V OoO CPUs

Auteurs: Chatzopoulos, Odysseas; Trakosa, Maria; Papadimitriou, George; Wong, Wing Shek; Gizopoulos, Dimitris
Publié dans: 2024 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS), 2024, ISSN 2766-0486
Éditeur: IEEE
DOI: 10.5281/ZENODO.12552304

Silent Data Corruptions: Microarchitectural Perspectives

Auteurs: Papadimitriou, George; Gizopoulos, Dimitris
Publié dans: -, 2023, ISSN 0000-0000
Éditeur: IEEE
DOI: 10.1109/TC.2023.3285094

Conference proceedings (13)

A DSP shared is a DSP earned: HLS Task-Level Multi-Pumping for High-Performance Low-Resource Designs

Auteurs: Giovanni Brignone, Mihai T. Lazarescu, Luciano Lavagno
Publié dans: 41 IEEE International Conference on Computer Design, 2023, ISSN 2576-6996
Éditeur: IEEE
DOI: 10.48550/arXiv.2310.00330

Silent Data Corruptions: The Stealthy Saboteurs of Digital Integrity

Auteurs: Papadimitriou, George; Gizopoulos, Dimitris; Dixit, Harish; Sankar, Sriram
Publié dans: 2023 IEEE 29th International Symposium on On-Line Testing and Robust System Design (IOLTS), 2023
Éditeur: IEEE
DOI: 10.1109/IOLTS59296.2023.10224870

An Early-Stage Workflow Proposal for the Generation of Safe and Dependable AI Classifiers

Auteurs: Hans Dermot Doran / Suzana Veljanovska
Publié dans: 2024
Éditeur: 43rd International Conference on Computer Safety, Reliability and Security (SafeComp2024)
DOI: 10.48550/ARXIV.2410.01850

Harpocrates: Breaking the Silence of CPU Faults through Hardware-in-the-Loop Program Generation

Auteurs: Karystinos, Nikos; Chatzopoulos, Odysseas; Fragkoulis, George-Marios; Papadimitriou, George; Gizopoulos, Dimitris; Gurumurthi, Sudhanva
Publié dans: 2024 ACM/IEEE 51st Annual International Symposium on Computer Architecture (ISCA), 2024
Éditeur: ACM/IEEE International Symposium on Computer Architecture (ISCA)
DOI: 10.5281/ZENODO.12553098

Assurance of Software-Intensive Medical Devices: What About Mental Harm?

Auteurs: Jose Luis de La Vara, Barbara Gallina, Antonio Fernández-Caballero, Jose Pascual Molina, Arturo S. García, Clara Ayora
Publié dans: 2023 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks - Supplemental Volume (DSN-S), 2023
Éditeur: IEEE
DOI: 10.1109/DSN-S58398.2023.00045

Enabling Design Space Exploration of RISC-V Accelerator-rich Computing Systems on gem5

Auteurs: Chatzopoulos, Odysseas; Papadimitriou, George; Karakostas, Vasileios; Gizopoulos, Dimitris
Publié dans: 2023
Éditeur: IEEE
DOI: 10.5281/zenodo.8433198

Reliability of CNN Execution - A Novel Application of the Single Protected Channel Pattern

Auteurs: Hans Dermot Doran, Suzana Veljanovska
Publié dans: 2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA), 2024
Éditeur: IEEE
DOI: 10.1109/ETFA61755.2024.10710935

Hybrid Convolutional Neural Networks with Reliability Guarantee

Auteurs: Hans Dermot Doran, Suzana Veljanovska
Publié dans: 2024 54th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), 2024, ISSN 2325-6664
Éditeur: IEEE
DOI: 10.1109/DSN-W60302.2024.00023

Silent Data Errors: Sources, Detection, and Modeling

Auteurs: Singh, Adit; Chakravarty, Sreejit; Papadimitriou, George; Gizopoulos, Dimitris
Publié dans: 2023
Éditeur: IEEE
DOI: 10.1109/VTS56346.2023.10139970

Advancing Cloud Computing Capabilities on gem5 by Implementing the RISC-V Hypervisor Extension

Auteurs: George-Marios Fragkoulis / Nikos Karystinos / George Papadimitriou / Dimitris Gizopoulos
Publié dans: 2024
Éditeur: IEEE/ACM MICRO 2024
DOI: 10.48550/ARXIV.2411.12444

Gem5-MARVEL: Microarchitecture-Level Resilience Analysis of Heterogeneous SoC Architectures

Auteurs: Chatzopoulos, Odysseas; Papadimitriou, George; Karakostas, Vasileios; Gizopoulos, Dimitris
Publié dans: 2024 IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2024
Éditeur: IEEE
DOI: 10.1109/HPCA57654.2024.00047

Silent Data Corruptions: The Stealthy Saboteurs of Digital Integrity

Auteurs: Papadimitriou, George; Gizopoulos, Dimitris; Dixit, Harish; Sankar, Sriram
Publié dans: 2023
Éditeur: IEEE
DOI: 10.1109/IOLTS59296.2023.10224870

STAR: Sum-Together/Apart Reconfigurable Multipliers for Precision-Scalable ML Workloads

Auteurs: Edward Manca; Luca Urbinati; Mario R. Casu
Publié dans: 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2024, ISSN 1558-1101
Éditeur: IEEE
DOI: 10.23919/DATE58400.2024.10546734

Other (1)

Optimizing event-based neural networks on digital neuromorphic architecture: a comprehensive design space exploration

Auteurs: Yingfu Xu; Kevin Shidqi; Gert-Jan van Schaik; Refik Bilgic; Alexandra Dobrita; Shenqi Wang; Roy Meijer; Prithvish Nembhani; Cina Arjmand; Pietro Martinello; Anteneh Gebregiorgis; Said Hamdioui; Paul Detterer; Stefano Traferro; Mario Konijnenburg; Kanishkan Vadivel; Manolis Sifalakis; Guangzhi Tang; Amirreza Yousefzadeh; Amirreza Yousefzadeh
Publié dans: Frontiers in Neuroscience, 2024
Éditeur: Frontiers
DOI: 10.3389/FNINS.2024.1335422

Book chapters (1)

Generic Architecture for Multisource Physiological Signal Acquisition, Processing and Classification Based on Microservices

Auteurs: Roberto Sánchez-Reolid, Daniel Sánchez-Reolid, Clara Ayora, José Luis de la Vara, António Pereira, Antonio Fernández-Caballero
Publié dans: Lecture Notes in Networks and Systems, Distributed Computing and Artificial Intelligence, 20th International Conference, 2023
Éditeur: Springer Nature Switzerland
DOI: 10.1007/978-3-031-38333-5_13