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⟩
Mohamed Watfa, Alberto Garcia-Ortiz, Gilles Sassatelli. A Residual-Equation Framework for gm/I D Analog Circuit Design with Automated Multicorner Sizing. 2026. ⟨hal-05675818⟩
Mohamed Watfa, Alberto Garcia-Ortiz, Gilles Sassatelli. End-to-End Analog Edge AI Architecture For Scalable Energy-Efficient On-Chip Learning. IEEE Journal on Emerging and Selected Topics in Circuits and Systems, In press, ⟨10.1109/JETCAS.2026.3702592⟩. ⟨lirmm-04660507v3⟩
Amélie Gruel, Pierre Lewden, Adrien F Vincent, Sylvain Saïghi. Line-based event preprocessing: towards low-energy neuromorphic computer vision. Neuromorphic Computing and Engineering, 2026, 6 (2), pp.024002. ⟨10.1088/2634-4386/ae5128⟩. ⟨hal-05618444⟩
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⟩
