Fernando Fernandes dos Santos

41 papers A* 2A 5B 4C 7Misc 2Journal 16Unranked 5

Year	Rank	Type	Title / Venue / Authors
2026	—	`conf`	Assessing the Limitations of Activation Clipping for Fault Mitigation in Vision and Language Transformers. LATS Lucas Roquet, Fernando Fernandes dos Santos, Luigi Carro, Angeliki Kritikakou
2026	J	`jnl`	ENFOR-SA: End-to-end Cross-layer Transient Fault Injector for Efficient and Accurate DNN Reliability Assessment on Systolic Arrays. CoRR Rafael Billig Tonetto, Marcello Traiola, Fernando Fernandes dos Santos, Angeliki Kritikakou
2026	—	`conf`	Reliability Assessment of Deep Neural Networks and Accelerators Across Design Stages. LATS Mohammad Hasan Ahmadilivani, Natalia Cherezova, Michael Glaß, Juan-David Guerrero-Balaguera, Maksim Jenihhin, Angeliki Kritikakou, Robert Limas Sierra, Letícia Maria Veiras Bolzani Poehls, Jaan Raik, Lucas Roquet, Fernando Fernandes dos Santos, Felipe Augusto da Silva, Matteo Sonza Reorda, Alessandro Veronesi, Ernesto Cristopher Villegas Castillo, Josie E. Rodriguez Condia
2025	J	`jnl`	Challenges in Assessing and Improving Deep Neural Networks' Reliability. IEEE Des. Test Fernando Fernandes dos Santos, Paolo Rech
2025	J	`jnl`	Improving Deep Neural Network Reliability via Transient-Fault-Aware Design and Training. IEEE Trans. Emerg. Top. Comput. Fernando Fernandes dos Santos, Niccolò Cavagnero, Marco Ciccone, Giuseppe Averta, Angeliki Kritikakou, Olivier Sentieys, Paolo Rech, Tatiana Tommasi
2024	J	`jnl`	Assessing the Impact of Compiler Optimizations on GPUs Reliability. ACM Trans. Archit. Code Optim. Fernando Fernandes dos Santos, Luigi Carro, Flavio Vella, Paolo Rech
2024	J	`jnl`	Can GPU performance increase faster than the code error rate? J. Supercomput. Fernando Fernandes dos Santos, Paolo Rech
2024	C	`conf`	Combining Fault Simulation and Beam Data for CNN Error Rate Estimation on RISC-V Commercial Platforms. IOLTS Fernando Fernandes dos Santos, Marcello Traiola, Angeliki Kritikakou
2024	A*	`conf`	Cross-Layer Reliability Evaluation and Efficient Hardening of Large Vision Transformers Models. DAC Lucas Roquet, Fernando Fernandes dos Santos, Paolo Rech, Marcello Traiola, Olivier Sentieys, Angeliki Kritikakou
2024	C	`conf`	Reliability Assessment of Large DNN Models: Trading Off Performance and Accuracy. VLSI-SoC Junchao Chen, Giuseppe Esposito, Fernando Fernandes dos Santos, Juan-David Guerrero-Balaguera, Angeliki Kritikakou, Milos Krstic, Robert Limas Sierra, Josie E. Rodriguez Condia, Matteo Sonza Reorda, Marcello Traiola, Alessandro Veronesi
2024	B	`conf`	Reliability and Security of AI Hardware. ETS Dennis Gnad, Martin Gotthard, Jonas Krautter, Angeliki Kritikakou, Vincent Meyers, Paolo Rech, Josie E. Rodriguez Condia, Annachiara Ruospo, Ernesto Sánchez, Fernando Fernandes dos Santos, Olivier Sentieys, Mehdi B. Tahoori, Russell Tessier, Marcello Traiola
2024	Misc	`conf`	Special Session: Reliability Assessment Recipes for DNN Accelerators. VTS Mohammad Hasan Ahmadilivani, Alberto Bosio, Bastien Deveautour, Fernando Fernandes dos Santos, Juan-David Guerrero-Balaguera, Maksim Jenihhin, Angeliki Kritikakou, Robert Limas Sierra, Salvatore Pappalardo, Jaan Raik, Josie E. Rodriguez Condia, Matteo Sonza Reorda, Mahdi Taheri, Marcello Traiola
2024	J	`jnl`	Transient Fault Tolerant Semantic Segmentation for Autonomous Driving. CoRR Leonardo Iurada, Niccolò Cavagnero, Fernando Fernandes dos Santos, Giuseppe Averta, Paolo Rech, Tatiana Tommasi
2023	B	`conf`	Understanding and Improving GPUs' Reliability Combining Beam Experiments with Fault Simulation. ETS Fernando Fernandes dos Santos, Luigi Carro, Paolo Rech
2023	A	`conf`	Understanding and Improving GPUs' Reliability Combining Beam Experiments with Fault Simulation. ITC Fernando Fernandes dos Santos, Luigi Carro, Paolo Rech
2023	A	`conf`	Understanding the Effects of Permanent Faults in GPU's Parallelism Management and Control Units. SC Juan-David Guerrero-Balaguera, Josie Esteban Rodriguez Condia, Fernando Fernandes dos Santos, Matteo Sonza Reorda, Paolo Rech
2023	J	`jnl`	Understanding the Effects of Permanent Faults in GPU's Parallelism Management and Control Units. CoRR Juan-David Guerrero-Balaguera, Josie E. Rodriguez Condia, Fernando Fernandes dos Santos, Matteo Sonza Reorda, Paolo Rech
2022	A	`conf`	A Multi-level Approach to Evaluate the Impact of GPU Permanent Faults on CNN's Reliability. ITC Josie E. Rodriguez Condia, Juan-David Guerrero-Balaguera, Fernando Fernandes dos Santos, Matteo Sonza Reorda, Paolo Rech
2022	J	`jnl`	Characterizing a Neutron-Induced Fault Model for Deep Neural Networks. CoRR Fernando Fernandes dos Santos, Angeliki Kritikakou, Josie Esteban Rodriguez Condia, Juan-David Guerrero-Balaguera, Matteo Sonza Reorda, Olivier Sentieys, Paolo Rech
2022	—	`conf`	Evaluating the Impact of Mixed-Precision on Fault Propagation for Deep Neural Networks on GPUs. ISVLSI Fernando Fernandes dos Santos, Paolo Rech, Angeliki Kritikakou, Olivier Sentieys
2022	C	`conf`	Experimental evaluation of neutron-induced errors on a multicore RISC-V platform. IOLTS Fernando Fernandes dos Santos, Angeliki Kritikakou, Olivier Sentieys
2022	J	`jnl`	Experimental evaluation of neutron-induced errors on a multicore RISC-V platform. CoRR Fernando Fernandes dos Santos, Angeliki Kritikakou, Olivier Sentieys
2022	J	`jnl`	Fault-Aware Design and Training to Enhance DNNs Reliability with Zero-Overhead. CoRR Niccolò Cavagnero, Fernando Fernandes dos Santos, Marco Ciccone, Giuseppe Averta, Tatiana Tommasi, Paolo Rech
2022	J	`jnl`	Reduced Precision DWC: An Efficient Hardening Strategy for Mixed-Precision Architectures. IEEE Trans. Computers Fernando Fernandes dos Santos, Marcelo Brandalero, Michael B. Sullivan, Pedro Martins Basso, Michael Hübner, Luigi Carro, Paolo Rech
2022	C	`conf`	Transient-Fault-Aware Design and Training to Enhance DNNs Reliability with Zero-Overhead. IOLTS Niccolò Cavagnero, Fernando Fernandes dos Santos, Marco Ciccone, Giuseppe Averta, Tatiana Tommasi, Paolo Rech
2021	Misc	`conf`	Combining Architectural Simulation and Software Fault Injection for a Fast and Accurate CNNs Reliability Evaluation on GPUs. VTS Josie E. Rodriguez Condia, Fernando Fernandes dos Santos, Matteo Sonza Reorda, Paolo Rech
2021	A	`conf`	Demystifying GPU Reliability: Comparing and Combining Beam Experiments, Fault Simulation, and Profiling. IPDPS Fernando Fernandes dos Santos, Siva Kumar Sastry Hari, Pedro Martins Basso, Luigi Carro, Paolo Rech
2021	J	`jnl`	Experimental Findings on the Sources of Detected Unrecoverable Errors in GPUs. CoRR Fernando Fernandes dos Santos, Sujit Malde, Carlo Cazzaniga, Christopher Frost, Luigi Carro, Paolo Rech
2021	C	`conf`	Protecting GPU's Microarchitectural Vulnerabilities via Effective Selective Hardening. IOLTS Josie E. Rodriguez Condia, Paolo Rech, Fernando Fernandes dos Santos, Luigi Carro, Matteo Sonza Reorda
2021	A	`conf`	Revealing GPUs Vulnerabilities by Combining Register-Transfer and Software-Level Fault Injection. DSN Fernando Fernandes dos Santos, Josie E. Rodriguez Condia, Luigi Carro, Matteo Sonza Reorda, Paolo Rech
2021	J	`jnl`	Thermal neutrons: a possible threat for supercomputer reliability. J. Supercomput. Daniel Oliveira, Sean Blanchard, Nathan DeBardeleben, Fernando Fernandes dos Santos, Gabriel Piscoya Dávila, Philippe O. A. Navaux, Andrea Favalli, Opale Schappert, Stephen Wender, Carlo Cazzaniga, Christopher Frost, Paolo Rech
2020	C	`conf`	Reduced-Precision DWC for Mixed-Precision GPUs. IOLTS Fernando Fernandes dos Santos, Marcelo Brandalero, Pedro Martins Basso, Michael Hübner, Luigi Carro, Paolo Rech
2020	B	`conf`	Thermal Neutrons: a Possible Threat for Supercomputers and Safety Critical Applications. ETS Daniel Oliveira, Sean Blanchard, Nathan DeBardeleben, Fernando Fernandes dos Santos, Gabriel Piscoya Dávila, Philippe O. A. Navaux, Carlo Cazzaniga, Christopher Frost, Robert C. Baumann, Paolo Rech
2019	J	`jnl`	Analyzing and Increasing the Reliability of Convolutional Neural Networks on GPUs. IEEE Trans. Reliab. Fernando Fernandes dos Santos, Pedro Foletto Pimenta, Caio B. Lunardi, Lucas Draghetti, Luigi Carro, David R. Kaeli, Paolo Rech
2019	C	`conf`	Detecting Errors in Convolutional Neural Networks Using Inter Frame Spatio-Temporal Correlation. IOLTS Lucas Klein Draghetti, Fernando Fernandes dos Santos, Luigi Carro, Paolo Rech
2019	B	`conf`	Impact of Reduced Precision in the Reliability of Deep Neural Networks for Object Detection. ETS Fernando Fernandes dos Santos, Philippe O. A. Navaux, Luigi Carro, Paolo Rech
2019	J	`jnl`	Kernel and layer vulnerability factor to evaluate object detection reliability in GPUs. IET Comput. Digit. Tech. Fernando Fernandes dos Santos, Luigi Carro, Paolo Rech
2019	A*	`conf`	Reliability Evaluation of Mixed-Precision Architectures. HPCA Fernando Fernandes dos Santos, Caio B. Lunardi, Daniel Oliveira, Fabiano Libano, Paolo Rech
2017	—	`conf`	Analyzing the criticality of transient faults-induced SDCS on GPU applications. ScalA@SC Fernando Fernandes dos Santos, Paolo Rech
2017	—	`conf`	Evaluation and Mitigation of Soft-Errors in Neural Network-Based Object Detection in Three GPU Architectures. DSN Workshops Fernando Fernandes dos Santos, Lucas Draghetti, Lucas Weigel, Luigi Carro, Philippe O. A. Navaux, Paolo Rech
2017	J	`jnl`	Performance and energy efficiency analysis of HPC physics simulation applications in a cluster of ARM processors. Concurr. Comput. Pract. Exp. Jean Luca Bez, Eliezer E. Bernart, Fernando Fernandes dos Santos, Lucas Mello Schnorr, Philippe Olivier Alexandre Navaux