大模型推理能力

CausalPlan: Empowering Efficient LLM Multi-Agent Collaboration Through Causality-Driven Planning

Minh Hoang Nguyen, Van Dai Do, Dung Nguyen, Thin Nguyen, Hung Le

机构 * Applied Artificial Intelligence Initiative (A 2 I 2 )（应用人工智能倡议） ； Deakin University（德金大学） 纠错

专题命中 规划推理 ：planning(title,abstract)；reasoning(abstract)；分类 cs.AI

Toward Better EHR Reasoning in LLMs: Reinforcement Learning with Expert Attention Guidance

Yue Fang, Yuxin Guo, Jiaran Gao, Hongxin Ding, Xinke Jiang, Weibin Liao, Yongxin Xu, Yinghao Zhu, Zhibang Yang, Liantao Ma, Junfeng Zhao, Yasha Wang

专题命中 规划推理 ：reasoning(title,abstract)；分类 cs.AI

LOOP: A Plug-and-Play Neuro-Symbolic Framework for Enhancing Planning in Autonomous Systems

Ronit Virwani, Ruchika Suryawanshi

专题命中 规划推理 ：planning(title,abstract)；分类 cs.AI

Comments Submitted to IAAI-26

Comparative Analysis of Time Series Foundation Models for Demographic Forecasting: Enhancing Predictive Accuracy in US Population Dynamics

Aditya Akella, Jonathan Farah

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments 6 pages, 4 figures, 3 tables

A Survey of LLM-based Deep Search Agents: Paradigm, Optimization, Evaluation, and Challenges

Yunjia Xi, Jianghao Lin, Yongzhao Xiao, Zheli Zhou, Rong Shan, Te Gao, Jiachen Zhu, Weiwen Liu, Yong Yu, Weinan Zhang

机构 * Shanghai Jiao Tong University（上海交通大学） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.AI

Fact or Guesswork? Evaluating Large Language Models' Medical Knowledge with Structured One-Hop Judgments

Jiaxi Li, Yiwei Wang, Kai Zhang, Yujun Cai, Bryan Hooi, Nanyun Peng, Kai-Wei Chang, Jin Lu

机构 * University of Georgia（佐治亚大学） ； University of California, Merced（加州大学默塞德分校） ； Lehigh University（莱特大学） ； The University of Queensland（昆士兰大学） ； National University of Singapore（新加坡国立大学） ； University of California, Los Angeles（加州大学洛杉矶分校） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments 15 pages, 11 figures

Search-Time Data Contamination

Ziwen Han, Meher Mankikar, Julian Michael, Zifan Wang

机构 * Scale AI 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Cognitive Workspace: Active Memory Management for LLMs -- An Empirical Study of Functional Infinite Context

Tao An

机构 * Hawaii Pacific University（夏威夷太平洋大学） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.AI

Comments 13 pages, 1 figure, code available at https://github.com/tao-hpu/cognitive-workspace

EvoVerilog: Large Langugage Model Assisted Evolution of Verilog Code

Ping Guo, Yiting Wang, Wanghao Ye, Yexiao He, Ziyao Wang, Xiaopeng Dai, Ang Li, Qingfu Zhang

机构 * Department of Computer Science, City University of Hong Kong, Hong Kong（香港城市大学计算机科学系） ； Department of Electrical Engineering, University of Maryland, Maryland, United States（马里兰大学电气工程系） ； Amazon, Seattle, United States（亚马逊公司） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.AI

Dual-Head Physics-Informed Graph Decision Transformer for Distribution System Restoration

Hong Zhao, Jin Wei-Kocsis, Adel Heidari Akhijahani, Karen L Butler-Purry

专题命中 规划推理 ：reasoning(abstract)