Program

The program is available in pdf here

All times are CET

Thursday, May 26th: 16:00 – 18:45

Friday, May 27th: 8:30 – 15:45

8:30-10:35 Session 3     08:30 Defect Analysis of a Spintronic Synapse for Spiking Neural Networks Salah Daddinounou (TIMA – INPG, France) and Elena-Ioana Vatajelu (TIMA – INPG- CNRS, France)   08:55 Relationship Between Robustness and Resilience of Deep Neural Networks Abdullah Murat Buldu (Bogazici University, Turkey), Mehmet Melih Arıcı (Bogazici University, Turkey), Alper Sen (Bogazici University, Turkey), Karthik Swaminathan (IBM ,USA) and Brian Kahne (Qualcomm, USA)     09:20 Estimating the Criticality of Synaptic Weights Annachiara Ruospo (Politecnico di Torino, Italy), Gabriele Gavarini (Politecnico di Torino, Italy), Marcello Traiola (Inria Rennes/IRISA, France), Alberto Bosio (Lyon Institute of Nanotechnology, France) and Ernesto Sanchez (Politecnico di Torino, Italy)   09:45 Reliability and Fault Tolerance in Spiking Neural Network Accelerators Theofilos Spyrou (Sorbonne Université, CNRS, LIP6, France), Sarah A. El-Sayed (Sorbonne Université, CNRS, LIP6, France), Engin Afacan (Gebze Technical University, Turkey), Luis A. Camuñas-Mesa (Instituto de Microelectrónica de Sevilla, CSIC, University of Sevilla, Spain), Bernabé Linares-Barranco (Instituto de Microelectrónica de Sevilla, CSIC, University of Sevilla, Spain), Haralampos-G. Stratigopoulos (Sorbonne Université, CNRS, LIP6, France)   10:10 Reliability of computation in memristive memories for AI applications Atousa Jafari (Karlsruhe Institute of Technology, Germany), Leon Brackmann (RWTH Aachen University, Germany), Mahta Mayahinia (Karlsruhe Institute of Technology, Germany), Drik Wouters (RWTH Aachen University, Germany), Mehdi Tahoori (Karlsruhe Institute of Technology, Germany)

10:35 Break

11:00-12.30 Session 4     11:00 Understanding Error Propagation in Semantic Segmentation Applications Stéphane Burel (CEA, France), Adrian Evans (CEA, France) and Lorena Anghel (Grenoble INP, SPINTEC Laboratory, France)   11:30 Incorporating Feedback for Robust Deep Learning Inference Qiang Xu (Chinese University of Hong Kong, Hong Kong)   12:00 Can we Rely on Self-Driving Cars? Evaluation and Mitigation of Neutron-Induced Errors in Convolutional Neural Networks for Autonomous Vehicle Paolo Rech (Universidade Federal do Rio Grande do Sul, Brazil/University of Trento, Italy)

12:30-14:00 Lunch

14:00-14:30 Session 5   14:00 The Impact of Machine Learning on Hardware Security Research Sohrab Aftabjahani (Intel, USA)

14:30-15:30 Session 6: Panel   Achieving testability, dependability and security: AI as a friend or foe?   Moderator: Mehdi Tahoori (KIT, Germany)   Panelists: – Ihsen Alouani (Université Polytechnique Hauts-De-France, CNRS, IEMN, France) – Lilas Alrahis (New York University at Abu Dhabi, UAE) – Abhijit Chatterjee, Abhijit (Georgia Institute of Technology, USA) – Alberto Bosio (École Centrale de Lyon, INL, France) – Said Hamdoui (TU Delft, The Netherlands)

15:30 Closing remarks   Haralampos Stratigopoulos (Sorbonne Université, CNRS, LIP6, France) – General Co-Chair Ioana Vatajelu, (Université Grenoble Alpes, CNRS, TIMA, France) – General Co-Chair Fei Su (Intel, USA) – Program Co-Chair Martin Andraud (Aalto University, Finland) – Program Co-Chair