大模型推理能力

Chiron-o1: Igniting Multimodal Large Language Models towards Generalizable Medical Reasoning via Mentor-Intern Collaborative Search

Haoran Sun, Yankai Jiang, Wenjie Lou, Yujie Zhang, Wenjie Li, Lilong Wang, Mianxin Liu, Lei Liu, Xiaosong Wang

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Fudan University（复旦大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

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

Understanding Reasoning in Thinking Language Models via Steering Vectors

Constantin Venhoff, Iván Arcuschin, Philip Torr, Arthur Conmy, Neel Nanda

机构 * University of Oxford（牛津大学） ； University of Buenos Aires（布宜诺斯艾利斯大学） 纠错

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

Comments Accepted to the Workshop on Reasoning and Planning for Large Language Models at ICLR 2025

REPAIR Approach for Social-based City Reconstruction Planning in case of natural disasters

Ghulam Mudassir, Antinisca Di Marco, Giordano d'Aloisio

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

Comments Accepted at International Journal of Data Science and Analytics

AI in Proton Therapy Treatment Planning: A Review

Yuzhen Ding, Hongying Feng, Martin Bues, Mirek Fatyga, Tianming Liu, Thomas J. Whitaker, Haibo Lin, Nancy Y. Lee, Charles B. Simone, Samir H. Patel, Daniel J. Ma, Steven J. Frank, Sujay A. Vora, Jonathan A. Ashman, Wei Liu

专题命中 规划推理 ：planning(title,abstract)

Robust Driving QA through Metadata-Grounded Context and Task-Specific Prompts

Seungjun Yu, Junsung Park, Youngsun Lim, Hyunjung Shim

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

Semantic World Models

Jacob Berg, Chuning Zhu, Yanda Bao, Ishan Durugkar, Abhishek Gupta

机构 * University of Washington（华盛顿大学） ； Sony AI（索尼人工智能） 纠错

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

HSCodeComp: A Realistic and Expert-level Benchmark for Deep Search Agents in Hierarchical Rule Application

Yiqian Yang, Tian Lan, Qianghuai Jia, Li Zhu, Hui Jiang, Hang Zhu, Longyue Wang, Weihua Luo, Kaifu Zhang

机构 * Alibaba International Digital Commerce（阿里巴巴国际数字商业） 纠错

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

See, Think, Act: Online Shopper Behavior Simulation with VLM Agents

Yimeng Zhang, Jiri Gesi, Ran Xue, Tian Wang, Ziyi Wang, Yuxuan Lu, Sinong Zhan, Huimin Zeng, Qingjun Cui, Yufan Guo, Jing Huang, Mubarak Shah, Dakuo Wang

机构 * Michigan State University（密歇根州立大学） ； Amazon（亚马逊） ； Northeastern University（东北大学） ； Northwestern University（西北大学） ； University of Central Florida（佛罗里达中央大学） 纠错

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

QoQ-Med: Building Multimodal Clinical Foundation Models with Domain-Aware GRPO Training

Wei Dai, Peilin Chen, Chanakya Ekbote, Paul Pu Liang

机构 * MIT Media Lab（MIT媒体实验室） ； MIT EECS（MIT电子工程与计算机科学系） 纠错

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

Comments Accepted as Oral at NeurIPS 2025. Revision after camera ready

SolverLLM: Leveraging Test-Time Scaling for Optimization Problem via LLM-Guided Search

Dong Li, Xujiang Zhao, Linlin Yu, Yanchi Liu, Wei Cheng, Zhengzhang Chen, Zhong Chen, Feng Chen, Chen Zhao, Haifeng Chen

机构 * Baylor University（贝勒大学） ； NEC Labs America（NEC美国实验室） ； Augusta University（奥古斯塔大学） ； Southern Illinois University（南方伊利诺伊大学） ； University of Texas at Dallas（德克萨斯大学达拉斯分校） 纠错

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

Comments NeurIPS 2025

IM-Chat: A Multi-agent LLM Framework Integrating Tool-Calling and Diffusion Modeling for Knowledge Transfer in Injection Molding Industry

Junhyeong Lee, Joon-Young Kim, Heekyu Kim, Inhyo Lee, Seunghwa Ryu

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

Designing Knowledge Tools: How Students Transition from Using to Creating Generative AI in STEAM classroom

Qian Huang, Nachamma Sockalingam, Thijs Willems, King Wang Poon

专题命中 规划推理 ：planning(abstract)

Comments to be published in IEEE TALE 2025

Strategizing with AI: Insights from a Beauty Contest Experiment

Iuliia Alekseenko, Dmitry Dagaev, Sofia Paklina, Petr Parshakov

专题命中 规划推理 ：reasoning(abstract)