Publications
“KANtize: Exploring Low-bit Quantization of Kolmogorov-Arnold Networks for Efficient Inference”
Sohaib Errabii, Olivier Sentieys, and Marcello Traiola
Preprint: https://arxiv.org/abs/2603.17230
“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
IEEE Access, June, 2026.
DOI: 10.1109/ACCESS.2026.3707342
Preprint: https://arxiv.org/abs/2507.01695
“AxMoE: Characterizing the Impact of Approximate Multipliers on Mixture-of-Experts DNN Architectures”,
Omkar B Shende, Marcello Traiola, and Gayathri Ananthanarayanan
In IEEE Computer Society Annual Symposium on VLSI (ISVLSI) 2026, July, 2026.
Preprint: https://arxiv.org/abs/2605.04754
“Flip-MoE: Characterizing Fault Resilience of Mixture-of-Experts Architectures under Weight-Level Bit Flips”,
Omkar Shende, Marcello Traiola, and Gayathri Ananthanarayanan
In 2026 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT), October, 2026.
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
Lyon, LIRIS, INSA Lyon – February 13, 2026