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Pierre-Alain MOELLIC
Research Engineer, CEA-LETI (Electronic & Information Technology Lab)
pierre-alain.moellic@cea.fr
Research Engineer, Mines Saint-Etienne (Secure Architectures & Softwares)
pierre-alain.moellic@emse.fr

Interests

  • Machine Learning
  • Security (Integrity, Confidentiality & Privacy, Availability)
  • Embedded Systems
  • Computer Vision & Natural Language Processing

News

...(almost) fresh news...

Teaching & Projects

Teaching activities & Current research projects
[Teaching][Mines Saint-Etienne][ISMIN|2A] Machine Learning & Deep Learning
[Project] PICTURE (ANR AAPG2020): Physical and Intrinsic Security of Embedded Neural Networks
[Project] INSECTT (EU ECSEL): Bringing IoT and AI together

Recent Publications

See my google scholar for a complete list
Luring Transferable Adversarial Perturbations for Deep Neural Networks, 2021, IEEE/ICNS International Joint Conference on Neural Networks (IJCNN'21)
R. Bernhard , P-A. Moellic , J-M. Dutertre
Security of Software Embedded Neural Network Models: State of the Art & Threat Modelling, 2021, ANR PICTURE Project. Technical Report.
P-A. Moellic , R. Joud , K. Hector , M. Dumont , R. Bernhard , J-M. Dutertre , O. Potin , R. Marriott , D. Monet , S. Romdhani , X. Mamy , S. Wuidart , L. Sourgen
A Review of Confidentiality Threats Against Embedded Neural Network Models, , IEEE World Forum on IoT (WF-IOT'21)
R. Joud , P-A. Moellic , R. Bernhard , J-B. Rigaud
An Overview of Laser Injection against Embedded Neural Network Models, , IEEE World Forum on IoT (WF-IOT'21)
M. Dumont , P-A. Moellic , R. Viera , J-M. Dutertre , R. Bernhard
Impact of reverberation through deep neural networks on adversarial perturbations, , IEEE International Conference on Machine Learning and Applications (ICMLA'21)
R. Cohendet , M. Solinas , R. Bernhard , M. Reyboz , P-A. Moellic , Y. Bourrier , M. Mermillod
Impact of Spatial Frequency Based Constraints on Adversarial Robustness, , IEEE/ICNS International Joint Conference on Neural Networks (IJCNN'21)
R. Bernhard , P-A. Moellic , M. Mermillod , Y. Bourrier , R. Cohendet , M. Solinas , M. Reyboz
Permanent Laser Fault Injection into the Flash Memory of a Microcontroller, , IEEE International New Circuits and Systems Conference (NEWCAS'21)
R. Viera , J-M. Dutertre , M. Dumont , P-A. Moellic