Northeastern University（东北大学）

2510.11899 2025-10-15 cs.LG stat.ML

ADARL: Adaptive Low-Rank Structures for Robust Policy Learning under Uncertainty

Chenliang Li, Junyu Leng, Jiaxiang Li, Youbang Sun, Shixiang Chen, Shahin Shahrampour, Alfredo Garcia

机构 * Texas A&M University（德克萨斯大学）； University of Minnesota（明尼苏达大学）； Tsinghua University（清华大学）； University of Science and Technology of China（中国科学技术大学）； Northeastern University（东北大学）

2509.10446 2025-10-15 cs.CL

DeepDive: Advancing Deep Search Agents with Knowledge Graphs and Multi-Turn RL

Rui Lu, Zhenyu Hou, Zihan Wang, Hanchen Zhang, Xiao Liu, Yujiang Li, Shi Feng, Jie Tang, Yuxiao Dong

机构 * Tsinghua University（清华大学）； Northeastern University（东北大学）

2505.22131 2025-10-15 cs.CL

Enhancing Long-Chain Reasoning Distillation through Error-Aware Self-Reflection

Zhuoyang Wu, Xinze Li, Zhenghao Liu, Yukun Yan, Zhiyuan Liu, Minghe Yu, Cheng Yang, Yu Gu, Ge Yu, Maosong Sun

机构 * School of Computer Science and Engineering, Northeastern University, China（东北大学计算机科学与工程学院）； Department of Computer Science and Technology, Institute for AI, Tsinghua University, China（清华大学人工智能研究院计算机科学与技术系）； School of Computer Science, Beijing University of Posts and Telecommunications, China（北京邮电大学计算机科学学院）