Academic

Academic

Academic · 1 min

FastODT: A tree-based framework for efficient continual learning

arXiv:2603.13276v1 Announce Type: new Abstract: Machine learning models deployed in real-world settings must operate under evolving data distributions and constrained computational resources. This challenge is …

Daniel Bretsko, Piotr Walas, Devashish Khulbe, Sebastian Stros, Stanislav Sobolevsky, Tomas Satura
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Academic · 1 min

Learning Retrieval Models with Sparse Autoencoders

arXiv:2603.13277v1 Announce Type: new Abstract: Sparse autoencoders (SAEs) provide a powerful mechanism for decomposing the dense representations produced by Large Language Models (LLMs) into interpretable …

Thibault Formal, Maxime Louis, Herv\'e Dejean, St\'ephane Clinchant
13 views
Academic · 1 min

ICaRus: Identical Cache Reuse for Efficient Multi Model Inference

arXiv:2603.13281v1 Announce Type: new Abstract: Multi model inference has recently emerged as a prominent paradigm, particularly in the development of agentic AI systems. However, in …

Sunghyeon Woo, Jaeeun Kil, Hoseung Kim, Minsub Kim, Joonghoon Kim, Ahreum Seo, Sungjae Lee, Minjung Jo, Jiwon Ryu, Baeseong Park, Se Jung Kwon, Dongsoo Lee
7 views
Academic · 1 min

Brittlebench: Quantifying LLM robustness via prompt sensitivity

arXiv:2603.13285v1 Announce Type: new Abstract: Existing evaluation methods largely rely on clean, static benchmarks, which can overestimate true model performance by failing to capture the …

Angelika Romanou, Mark Ibrahim, Candace Ross, Chantal Shaib, Kerem Okta, Sam Bell, Elia Ovalle, Jesse Dodge, Antoine Bosselut, Koustuv Sinha, Adina Williams
8 views
Academic · 1 min

From Stochastic Answers to Verifiable Reasoning: Interpretable Decision-Making with LLM-Generated Code

arXiv:2603.13287v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly used for high-stakes decision-making, yet existing approaches struggle to reconcile scalability, interpretability, and reproducibility. …

Anirudh Jaidev Mahesh, Ben Griffin, Fuat Alican, Joseph Ternasky, Zakari Salifu, Kelvin Amoaba, Yagiz Ihlamur, Aaron Ontoyin Yin, Aikins Laryea, Afriyie Samuel, Yigit Ihlamur
6 views