{"id":64,"date":"2024-03-08T10:31:37","date_gmt":"2024-03-08T09:31:37","guid":{"rendered":"https:\/\/project.inria.fr\/radyal\/?page_id=64"},"modified":"2026-09-10T12:08:01","modified_gmt":"2026-09-10T10:08:01","slug":"publications","status":"publish","type":"page","link":"https:\/\/project.inria.fr\/radyal\/publications\/","title":{"rendered":"Dissemination"},"content":{"rendered":"\n

Publications<\/h2>\n\n\n\n

“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<\/a><\/p>\n\n\n\n

“KAN-SAs: Efficient Acceleration of Kolmogorov-Arnold Networks on Systolic Arrays”<\/em>
Sohaib Errabii, Olivier Sentieys, and Marcello Traiola
2026 Design, Automation & Test in Europe Conference (DATE)<\/em>
Preprint: https:\/\/hal.science\/hal-05372642v1<\/a><\/p>\n\n\n\n

“ERDE: Entropy-Regularized Distillation for Early-exit”<\/em>
Martial Guidez, Stefan Duffner, Yannick Alpou, Oscar R\u00f6th, Christophe Garcia
Preprint: https:\/\/arxiv.org\/abs\/2510.04856<\/a>, 2025<\/p>\n\n\n\n

“PERTINENCE: Input-based Opportunistic Neural Network Dynamic Execution”
Omkar Shende, Gayathri Ananthanarayanan, Marcello Traiola
IEEE Access<\/em>,\u00a0June,\u00a02026.
DOI:\u00a010.1109\/ACCESS.2026.3707342<\/a>
Preprint: https:\/\/arxiv.org\/abs\/2507.01695<\/a><\/p>\n\n\n\n

“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<\/a><\/p>\n\n\n\n

“Flip-MoE: Characterizing Fault Resilience of Mixture-of-Experts Architectures under Weight-Level Bit Flips”,
Omkar\u00a0Shende,\u00a0Marcello\u00a0Traiola, and\u00a0Gayathri\u00a0Ananthanarayanan
In\u00a02026 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT)<\/em>,\u00a0October,\u00a02026.<\/p>\n\n\n\n

\n\n\n\n

Events and scientific dissemination<\/h2>\n\n\n\n

JRAF 2025<\/a> (Journ\u00e9es de Recherche en Apprentissage Frugal), Grenoble, 26-27 novembre, 2025<\/h4>\n\n\n\n

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.”<\/p>\n\n\n\n

Colloque 2025 du GDR SOC2<\/sup><\/a>, Lorient, 11-13 June, 2025<\/h4>\n\n\n\n

Sohaib Errabii, Olivier Sentieys, Marcello Traiola – “Accelerating Kolmogorov-Arnold Networks on Systolic Arrays”<\/a> – Poster Session<\/p>\n\n\n\n

Project Kick-off<\/h3>\n\n\n\n

Lyon, LIRIS, INSA Lyon – March 8, 2024<\/p>\n\n\n\n

Project Meetings<\/h3>\n\n\n\n

Grenoble, Inria Rh\u00f4ne-Alpes research centre, December 6, 2024<\/p>\n\n\n\n

Rennes, Inria centre at Rennes University, June 19, 2025<\/p>\n\n\n\n

Lyon, LIRIS, INSA Lyon – February 13, 2026<\/p>\n","protected":false},"excerpt":{"rendered":"

Publications “KANtize: Exploring Low-bit Quantization of Kolmogorov-Arnold Networks for Efficient Inference”Sohaib Errabii, Olivier Sentieys, and Marcello TraiolaPreprint: https:\/\/arxiv.org\/abs\/2603.17230 “KAN-SAs: Efficient Acceleration of Kolmogorov-Arnold Networks on Systolic Arrays”Sohaib Errabii, Olivier Sentieys, and Marcello Traiola2026 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 R\u00f6th, Christophe GarciaPreprint: https:\/\/arxiv.org\/abs\/2510.04856, 2025 “PERTINENCE: Input-based Opportunistic\u2026<\/p>\n

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