大模型推理能力

Citrus-V: Advancing Medical Foundation Models with Unified Medical Image Grounding for Clinical Reasoning

Guoxin Wang, Jun Zhao, Xinyi Liu, Yanbo Liu, Xuyang Cao, Chao Li, Zhuoyun Liu, Qintian Sun, Fangru Zhou, Haoqiang Xing, Zhenhong Yang

机构 * JDH Algo（京东健康算法） 纠错

专题命中 规划推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；planning(abstract)；分类 cs.CL、cs.AI

Beyond Outlining: Heterogeneous Recursive Planning for Adaptive Long-form Writing with Language Models

Ruibin Xiong, Yimeng Chen, Dmitrii Khizbullin, Mingchen Zhuge, Jürgen Schmidhuber

机构 * Center of Excellence for Generative AI, KAUST（生成式人工智能卓越中心，KAUST） ； The Swiss AI Lab, IDSIA-USI/SUPSI（瑞士人工智能实验室，IDSIA-USI/SUPSI） ； NNAISENSE 纠错

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

Comments 37 pages, 3 figures

Scent of Knowledge: Optimizing Search-Enhanced Reasoning with Information Foraging

Hongjin Qian, Zheng Liu

机构 * Beijing Academy of Artificial Intelligence（北京人工智能研究院） 纠错

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

Comments Neurips 25, Spotlight

VLM See, Robot Do: Human Demo Video to Robot Action Plan via Vision Language Model

Beichen Wang, Juexiao Zhang, Shuwen Dong, Irving Fang, Chen Feng

机构 * New York University（纽约大学） 纠错

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

Large Language Models for Pedestrian Safety: An Application to Predicting Driver Yielding Behavior at Unsignalized Intersections

Yicheng Yang, Zixian Li, Jean Paul Bizimana, Niaz Zafri, Yongfeng Dong, Tianyi Li

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

SLM-Based Agentic AI with P-C-G: Optimized for Korean Tool Use

Changhyun Jeon, Jinhee Park, Jungwoo Choi, Keonwoo Kim, Jisu Kim, Minji Hong

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

Exploring Explainable Multi-agent MCTS-minimax Hybrids in Board Game Using Process Mining

Yiyu Qian, Tim Miller, Zheng Qian, Liyuan Zhao

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

Comments 38 pages, AAAI 2025 PRL

A co-evolving agentic AI system for medical imaging analysis

Songhao Li, Jonathan Xu, Tiancheng Bao, Yuxuan Liu, Yuchen Liu, Yihang Liu, Lilin Wang, Wenhui Lei, Sheng Wang, Yinuo Xu, Yan Cui, Jialu Yao, Shunsuke Koga, Zhi Huang

机构 * Department of Pathology and Laboratory Medicine, University of Pennsylvania（病理学与实验室医学系，宾夕法尼亚大学） ； Department of Electrical and System Engineering, University of Pennsylvania（电气与系统工程系，宾夕法尼亚大学） ； The Wharton School, University of Pennsylvania（沃顿商学院，宾夕法尼亚大学） ； Department of Bioengineering, University of Pennsylvania（生物工程系，宾夕法尼亚大学） ； Department of Computer and Information Science, University of Pennsylvania（计算机与信息科学系，宾夕法尼亚大学） ； Department of Biostatistics, Epidemiology & Informatics, University of Pennsylvania（生物统计学、流行病学与信息学系，宾夕法尼亚大学） 纠错

专题命中 规划推理 ：planning(abstract)

Reassessing Collaborative Writing Theories and Frameworks in the Age of LLMs: What Still Applies and What We Must Leave Behind

Daisuke Yukita, Tim Miller, Joel Mackenzie

专题命中 规划推理 ：planning(abstract)