Fernando Fernandes dos Santos INRIA Starting Faculty Position

Publications

Article dans une revue (8)

Impact of Radiation-Induced Effects on Embedded GPUs Executing Large Machine Learning Models Bruno Loureiro Coelho,Fernando Fernandes dos Santos,Matteo Saveriano,Gregory Allen,Andrew Danielet al. IEEE Transactions on Nuclear Science, 2025, 72 (8), pp.2652-2661. ⟨10.1109/tns.2025.3528764⟩ Article dans une revue hal-04887365v1
Can GPU Performance Increase Faster Than the Code Error Rate? Fernando Fernandes dos Santos,Paolo Rech Journal of Supercomputing, In press, pp.1-32. ⟨10.1007/s11227-024-06119-4⟩ Article dans une revue hal-04528798v1
Impact of High-Level-Synthesis on Reliability of Artificial Neural Network Hardware Accelerators Marcello Traiola,Fernando Fernandes dos Santos,Paolo Rech,Carlo Cazzaniga,Olivier Sentieyset al. IEEE Transactions on Nuclear Science, 2024, pp.1-9. ⟨10.1109/TNS.2024.3377596⟩ Article dans une revue hal-04514579v1
Challenges in Assessing and Improving Deep Neural Networks Reliability Fernando Fernandes dos Santos,Paolo Rech IEEE Design & Test, In press, pp.1-6 Article dans une revue hal-04748638v1
Assessing the Impact of Compiler Optimizations on GPUs Reliability Fernando Fernandes dos Santos,Luigi Carro,Flavio Vella,Paolo Rech ACM Transactions on Architecture and Code Optimization, 2024, 21 (2), pp.1-22. ⟨10.1145/3638249⟩ Article dans une revue hal-04398273v1
Improving Deep Neural Network Reliability via Transient-Fault-Aware Design and Training Fernando Fernandes dos Santos,Niccolò Cavagnero,Marco Ciccone,Giuseppe Averta,Angeliki Kritikakouet al. IEEE Transactions on Emerging Topics in Computing, In press, pp.1-12 Article dans une revue hal-04818068v1
Characterizing a Neutron-Induced Fault Model for Deep Neural Networks Fernando Fernandes dos Santos,Angeliki Kritikakou,Josie Esteban Rodriguez Condia,Juan David Guerrero Balaguera,Matteo Sonza Reordaet al. IEEE Transactions on Nuclear Science, In press Article dans une revue hal-03865253v2
An Effective Method to Identify Microarchitectural Vulnerabilities in GPUs Josie Rodriguez Condia,Paolo Rech,Fernando Fernandes dos Santos,Luigi Carro,Matteo Sonza Reorda IEEE Transactions on Device and Materials Reliability, 2022, pp.1-14. ⟨10.1109/TDMR.2022.3166260⟩ Article dans une revue hal-03669439v1

Communication dans un congrès (23)

ENFOR-SA: End-to-end Cross-layer Transient Fault Injector for Efficient and Accurate DNN Reliability Assessment on Systolic Arrays Rafael Billig Tonetto,Marcello Traiola,Fernando Fernandes,Angeliki Kritikakou VTS 2026 - IEEE VLSI Test Symposium, Apr 2026, Napa Valley, CA, United States Communication dans un congrès hal-05487559v1
Scalable Reliability Assessment of DNNs through Simultaneous Fault Injection Rafael Billig Tonetto,Marcello Traiola,Fernando Fernandes,Angeliki Kritikakou DAC 2026 - IEEE/ACM Design Automation Conference, ACM/IEEE, Jul 2026, Long Beach (CA), United States Communication dans un congrès hal-05525686v3
Assessing the Limitations of Activation Clipping for Fault Mitigation in Vision and Language Transformers Lucas Roquet,Fernando Fernandes dos Santos,Luigi Carro,Angeliki Kritikakou LATS 2026 - 27th IEEE Latin American Test Symposium, IEEE, Mar 2026, Florianópolis, SC, Brazil Communication dans un congrès hal-05401178v1
Assessing the Limitations of Activation Clipping for Fault Mitigation in Vision and Language Transformers Lucas Roquet,Fernando Fernandes,Luigi Carro,Angeliki Kritikakou LATS 2026 - 27th IEEE Latin American Test Symposium, IEEE, Mar 2026, Florianopolis, Brazil. pp.1-6 Communication dans un congrès hal-05546010v1
Reliability Assessment of Deep Neural Networks and Accelerators Across Design Stages Mohammad Hasan Ahmadilivani,Natalia Cherezova,Michael Glaß,Juan David GUERRERO BALAGUERA,Maksim Jenihhinet al. LATS 2026 - 27th IEEE Latin American Test Symposium, Mar 2026, Florianopolis, SC, Brazil Communication dans un congrès hal-05588190v1
Strategic Input Selection For Deep Neural Networks Reliability Evaluation Lucas Roquet,Fernando Fernandes dos Santos,Maria Kastriotou,Angeliki Kritikakou NSREC 2025 - IEEE Nuclear & Space Radiation Effects Conference, IEEE, Jul 2025, Nashville (Tennessee), United States. pp.1-5 Communication dans un congrès hal-05006303v1
European Test Symposium Teams : an Anniversary Snapshot Maksim Jenihhin,Jaan Raik,Artur Jutman,Natalia Cherezova,Raimund Ubaret al. ETS 2025 - 30th IEEE European Test Symposium, May 2025, Tallinn, Estonia. pp.1-48, ⟨10.1109/ETS63895.2025.11049652⟩ Communication dans un congrès hal-05173907v1
Combining Fault Simulation and Beam Data for CNN Error Rate Estimation on RISC-V Commercial Platforms Fernando Fernandes dos Santos,Marcello Traiola,Angeliki Kritikakou IOLTS 2024 - 30th IEEE International Symposium on On-Line Testing and Robust System Design, INRIA/IRISA Rennes, Jul 2024, Rennes, France. pp.1-8 Communication dans un congrès hal-04638468v1
Reliability Assessment of Large DNN Models: Trading Off Performance and Accuracy Junchao Chen,Giuseppe Esposito,Fernando Fernandes dos Santos,Juan-David Guerrero-Balaguera,Angeliki Kritikakouet al. VLSI-SoC 2024 - IFIP/IEEE International Conference on Very Large Scale Integration, Delft University of Technology and University of Abdelmalek Saadi University, Oct 2024, Tanger, Morocco. pp.1-10, ⟨10.5286/ISIS.E.RB2300036)⟩ Communication dans un congrès hal-04736733v1
Transient Fault Tolerant Semantic Segmentation for Autonomous Driving Leonardo Iurada,Niccolò Cavagnero,Fernando Fernandes dos Santos,Giuseppe Averta,Paolo Rechet al. UNCV 2024 - 3rd Workshop on Uncertainty Quantification for Computer Vision, Sep 2024, Milano, Italy. pp.1-6 Communication dans un congrès hal-04684784v1
Reliability and Security of AI Hardware Dennis Gnad,Jonas Krautter,Angeliki Kritikakou,Vincent Meyers,Paolo Rechet al. ETS 2024 - 29th IEEE European Test Symposium, May 2024, The Hague, Netherlands. pp.1-10 Communication dans un congrès hal-04577494v1
Cross-Layer Reliability Evaluation and Efficient Hardening of Large Vision Transformers Models Lucas Roquet,Fernando Fernandes dos Santos,Paolo Rech,Marcello Traiola,Olivier Sentieyset al. Design Automation Conference (DAC), Jun 2024, San Francisco, United States Communication dans un congrès hal-04456702v1
Special Session: Reliability Assessment Recipes for DNN Accelerators Mohammad Hasan Ahmadilivani,Alberto Bosio,Bastien Deveautour,Fernando Fernandes dos Santos,Juan David Guerrero Balagueraet al. VTS 2024 - IEEE VLSI Test Symposium, Apr 2024, Tempe AZ USA, United States. pp.131788 - 131828, ⟨10.1109/access.2022.3229767⟩ Communication dans un congrès hal-04572731v1
MaxiMals: A Low-cost Hardening Technique for Large Vision Transformers Lucas Roquet,Fernando Fernandes dos Santos,Paolo Rech,Marcello Traiola,Olivier Sentieyset al. RADECS 2024 - Conference is an annual on RADiation Effects on Components and Systems, RADECS Association, Sep 2024, Maspalomas, Canary Islands, Spain. pp.1-5 Communication dans un congrès hal-04736704v1
Reliability evaluation of Convolutional Neural Network's basic operations on a RISC-V processor Fernando Fernandes dos Santos,Angeliki Kritikakou,Olivier Sentieys NSREC 2023 - IEEE Nuclear & Space Radiation Effects Conference, IEEE Nuclear and Plasma Sciences Society (NPSS), Jul 2023, Kansas City, MO, United States. pp.1-6 Communication dans un congrès hal-04047058v1
Impact of High-Level-Synthesis on Reliability of Neural Network Hardware Accelerators Marcello Traiola,Fernando Fernandes Dos Santos,Olivier Sentieys,Angeliki Kritikakou NSREC 2023 - IEEE Nuclear & Space Radiation Effects Conference, Jul 2023, Kansas City (US), United States. pp.1-5 Communication dans un congrès hal-04113282v2
Understanding and Improving GPUs' Reliability Combining Beam Experiments with Fault Simulation Fernando Fernandes dos Santos,Luigi Carro,Paolo Rech ITC 2023 - IEEE International Test Conference, Oct 2023, Anaheim, United States. pp.176-185, ⟨10.1109/ITC51656.2023.00034⟩ Communication dans un congrès hal-04398063v1
Neutron-Induced Error Rate of Vision Transformer Models on GPUs Fernando Fernandes dos Santos,Paolo Rech,Angeliki Kritikakou,Olivier Sentieys RADECS - RADiation and its Effects on Components and Systems Conference, Sep 2023, Toulouse, France Communication dans un congrès hal-04124814v1
Performance-Reliability Trade-Off in Graphics Processing Units Fernando Fernandes dos Santos,Paolo Rech RADiation Effects on Components and Systems (RADECS), Oct 2022, Venice, Italy Communication dans un congrès hal-03680872v1
Experimental evaluation of neutron-induced errors on a multicore RISC-V platform Fernando Fernandes dos Santos,Angeliki Kritikakou,Olivier Sentieys IOLTS 2022 - 28th IEEE International Symposium on OnLine Testing and Robust System Design, Sep 2022, Torino, Italy. pp.1-7 Communication dans un congrès hal-03697265v1
Characterizing Deep Neural Networks Neutrons-Induced Error Model Fernando Fernandes dos Santos,Angeliki Kritikakou,Olivier Sentieys,Paolo Rech NSREC 2022 - IEEE Nuclear & Space Radiation Effects Conference, Jul 2022, Provo, United States. pp.1-5 Communication dans un congrès hal-03652138v1
Evaluating the Impact of Mixed-Precision on Fault Propagation for Deep Neural Networks on GPUs Fernando Fernandes dos Santos,Paolo Rech,Angeliki Kritikakou,Olivier Sentieys ISVLSI 2022 - IEEE Computer Society Annual Symposium on VLSI, Jul 2022, Nicosia, Italy. pp.327-327, ⟨10.1109/ISVLSI54635.2022.00071⟩ Communication dans un congrès hal-03903347v1
Special session: How approximate computing impacts verification, test and reliability Lukas Sekanina,Zdeněk Vašíček,Alberto Bosio,Marcello Traiola,Paolo Rechet al. 36th VLSI Test Symposium (VTS), Apr 2018, San Francisco, CA, United States. ⟨10.1109/VTS.2018.8368628⟩ Communication dans un congrès lirmm-02421106v1

Poster de conférence (2)

Strategic Input Selection for Deep Neural Networks Reliability Evaluation Lucas Roquet,Fernando Fernandes dos Santos,Maria Kastriotou,Angeliki Kritikakou NSREC 2025 - IEEE Nuclear & Space Radiation Effects Conference, Jul 2025, Nashville (Tennessee), United States. 2025 Poster de conférence hal-05273538v1
Experimental evaluation of neutron-induced errors on a RISC-V processor Fernando Fernandes dos Santos,Angeliki Kritikakou,Olivier Sentieys RISC-V Week 2022, May 2022, Paris, France Poster de conférence hal-03903370v1

Pré-publication, Document de travail (4)

PC-Posits: Enhanced Soft Error Resilience of Posit Arithmetic Through Analytical Modeling Vishesh Mishra,Marcello Traiola,Angeliki Kritikakou,Fernando Fernandes dos Santos,Urbi Chatterjee 2026 Pré-publication, Document de travail hal-05569142v1
Strategic Input Selection For Deep Neural Networks Reliability Evaluation Lucas Roquet,Fernando Fernandes,Maria Santos,Angeliki Kastriotou 2026 Pré-publication, Document de travail hal-05545959v1
Increasing the Lifetime of HPC Machines: Issues, Implications, and Open Challenges Robin Boëzennec,Fernando Fernandes dos Santos,Brice Goglin,Angeliki Kritikakou,Guillaume Pallezet al. 2025 Pré-publication, Document de travail hal-05312072v1
Fault-Aware Design and Training to Enhance DNNs Reliability with Zero-Overhead Niccolò Cavagnero,Fernando Fernandes dos Santos,Marco Ciccone,Giuseppe Averta,Tatiana Tommasiet al. 2022 Pré-publication, Document de travail hal-03684224v1