Academic

Academic

Academic · 1 min

Robust Regularized Policy Iteration under Transition Uncertainty

arXiv:2603.09344v1 Announce Type: new Abstract: Offline reinforcement learning (RL) enables data-efficient and safe policy learning without online exploration, but its performance often degrades under distribution …

Hongqiang Lin, Zhenghui Fu, Weihao Tang, Pengfei Wang, Yiding Sun, Qixian Huang, Dongxu Zhang
91 views
Academic · 1 min

LCA: Local Classifier Alignment for Continual Learning

arXiv:2603.09888v1 Announce Type: new Abstract: A fundamental requirement for intelligent systems is the ability to learn continuously under changing environments. However, models trained in this …

Tung Tran, Danilo Vasconcellos Vargas, Khoat Than
17 views
Academic · 1 min

Let's Verify Math Questions Step by Step

arXiv:2505.13903v1 Announce Type: cross Abstract: Large Language Models (LLMs) have recently achieved remarkable progress in mathematical reasoning. To enable such capabilities, many existing works distill …

Chengyu Shen, Zhen Hao Wong, Runming He, Hao Liang, Meiyi Qiang, Zimo Meng, Zhengyang Zhao, Bohan Zeng, Zhengzhou Zhu, Bin Cui, Wentao Zhang
22 views
Academic · 1 min

Meissa: Multi-modal Medical Agentic Intelligence

arXiv:2603.09018v1 Announce Type: new Abstract: Multi-modal large language models (MM-LLMs) have shown strong performance in medical image understanding and clinical reasoning. Recent medical agent systems …

Yixiong Chen, Xinyi Bai, Yue Pan, Zongwei Zhou, Alan Yuille
29 views