Publications
“KAN-SAs: Efficient Acceleration of Kolmogorov-Arnold Networks on Systolic Arrays”
Sohaib Errabii, Olivier Sentieys, and Marcello Traiola
2026 Design, Automation & Test in Europe Conference (DATE)
Preprint: https://hal.science/hal-05372642v1
“ERDE: Entropy-Regularized Distillation for Early-exit”
Martial Guidez, Stefan Duffner, Yannick Alpou, Oscar Röth, Christophe Garcia
Preprint: https://arxiv.org/abs/2510.04856, 2025
“PERTINENCE: Input-based Opportunistic Neural Network Dynamic Execution”
Omkar Shende, Gayathri Ananthanarayanan, Marcello Traiola
Preprint: https://arxiv.org/abs/2507.01695, 2025
Events and scientific dissemination
JRAF 2025 (Journées de Recherche en Apprentissage Frugal), Grenoble, 26-27 novembre, 2025
M. Guidez, S. Duffner, Y. Alpou, O. Roth, C. Garcia – “ERDE: Entropy-regularized distillation for early-exit.”
Bogdan Robu – “Questions about the decrease in AI consumption.”
Colloque 2025 du GDR SOC2, Lorient, 11-13 June, 2025
Sohaib Errabii, Olivier Sentieys, Marcello Traiola – “Accelerating Kolmogorov-Arnold Networks on Systolic Arrays” – Poster Session
Project Kick-off
Lyon, LIRIS, INSA Lyon – March 8, 2024
Project Meetings
Grenoble, Inria Rhône-Alpes research centre, December 6, 2024
Rennes, Inria centre at Rennes University, June 19, 2025