Mohamed Watfa, Alberto Garcia-Ortiz, Gilles Sassatelli. Efficient Edge AI Learning with Equilibrium Propagation: A Practical Solution For Gradient Computation. DAC 2026 - 63rd Design Automation Conference, Jul 2026, California, United States. . ⟨lirmm-04959185v2⟩
Victor Cook, Gilles Sassatelli, Marina Reyboz, Thierry Gil, Mohamed Watfa. Generative Replay for Equilibrium Propagation: Toward Edge-Friendly Continual Learning in Hopfield Networks. 2026. ⟨lirmm-05525004v2⟩
Djohan Bonnet, Kellian Cottart, Tifenn Hirtzlin, Tarcisius Januel, Thomas Dalgaty, et al.. Bayesian continual learning and forgetting in neural networks. Nature Communications, 2025, 16 (1), pp.9614. ⟨10.1038/s41467-025-64601-w⟩. ⟨hal-05358004⟩
Jean-Philippe Valois, Thomas Firmin, Nouredine Melab. A Parallel Island Genetic Algorithm for Triangle-based Image Reconstruction. AICCSA 2025 - ACS/IEEE International Conference on Computer Systems and Applications, Oct 2025, Doha, Qatar. pp.1-8, ⟨10.1109/AICCSA66935.2025.11315373⟩. ⟨hal-05458101⟩
Mazdak Fathai, Pierre Boulet, Chiara Bartolozzi, Giulia D Angelo. Playing the Pinball game with Spiking Neural Networks. Neuromorphic Computing for Development and Learning Workshop (NCDL), Sep 2025, Prague, Czech Republic. ⟨hal-05544060⟩
Théophile Rageau, Julie Grollier. Training and synchronizing oscillator networks with Equilibrium Propagation. Neuromorphic Computing and Engineering, 2025, 5 (3), pp.034008. ⟨10.1088/2634-4386/adebaa⟩. ⟨hal-05404461⟩
Mohamed Watfa, Alberto Garcia-Ortiz, Gilles Sassatelli. Designing Compatible Analog Circuits for Equilibrium Propagation: Implementations Using The Adjoint Method and Reciprocity Principles. ISVLSI 2025 - IEEE Computer Society Annual Symposium on VLSI, Jul 2025, Kalamata, Greece. pp.1-6, ⟨10.1109/ISVLSI65124.2025.11130216⟩. ⟨lirmm-04959178v3⟩
Dalia Hareb, Jean Martinet, Benoit Miramond. Cross-Modal Neuromorphic Semantic Segmentation based on Knowledge Distillation. International Joint Conference in Neural Network (IJCNN2025), Jun 2025, Rome, Italy. pp.1-9, ⟨10.1109/IJCNN64981.2025.11227429⟩. ⟨hal-05192745⟩
Mohamed Watfa, Alberto Garcia-Ortiz, Gilles Sassatelli. Low-Rank Equilibrium Propagation: An Online Incremental Learning Architecture for Analog-Based Hardware Accelerators. MOCAST 2025 - 14th International Conference on Modern Circuits and Systems Technologies, Jun 2025, Dresden, Germany. ⟨10.1109/MOCAST65744.2025.11083959⟩. ⟨hal-05098393⟩
Amélie Gruel, Adrien F Vincent, Hong Chang, Sylvain Saïghi. Performance Evaluation of Neuromorphic Visual Attention Based on Proto-Objects. 2025 IEEE 7th International Conference on AI Circuits and Systems (AICAS), Apr 2025, Bordeaux, France. pp.1-5, ⟨10.1109/AICAS64808.2025.11173121⟩. ⟨hal-05344588⟩
