大模型推理能力

Probabilistic Reasoning with LLMs for k-anonymity Estimation

Jonathan Zheng, Sauvik Das, Alan Ritter, Wei Xu

机构 * College of Computing, Georgia Institute of Technology（佐治亚理工学院计算机学院） ； Human-Computer Interaction Institute, Carnegie Mellon University（卡内基梅隆大学人机交互研究所） 纠错

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

Comments 10 pages, Accepted to NeurIPS 2025

EMAC+: Embodied Multimodal Agent for Collaborative Planning with VLM+LLM

Shuang Ao, Flora D. Salim, Simon Khan

机构 * University of New South Wales（新南威尔士大学） ； Air Force Research Laboratory（空军研究实验室） 纠错

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

APEX: Empowering LLMs with Physics-Based Task Planning for Real-time Insight

Wanjing Huang, Weixiang Yan, Zhen Zhang, Ambuj Singh

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

An Efficient Rubric-based Generative Verifier for Search-Augmented LLMs

Linyue Ma, Yilong Xu, Xiang Long, Zhi Zheng

机构 * ModelBest Inc.（ModelBest公司） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） 纠错

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

Active Jammer Localization via Acquisition-Aware Path Planning

Luis González-Gudiño, Mariona Jaramillo-Civill, Pau Closas, Tales Imbiriba

机构 * 1Dept. of Computer Science, University of Massachusetts Boston, Boston, MA, USA 2Dept. of Electrical \& Computer Engineering, Northeastern University, Boston, MA, USA 纠错

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

Comments 5 pages, 3 figures

TextBandit: Evaluating Probabilistic Reasoning in LLMs Through Language-Only Decision Tasks

Jimin Lim, Arjun Damerla, Arthur Jiang, Nam Le

机构 * UC Merced（加州大学默塞德分校） ； UC Berkeley（加州大学伯克利分校） ； Algoverse 纠错

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

Comments COLM 2025 @ ORIGen Workshop

SPIN-Bench: How Well Do LLMs Plan Strategically and Reason Socially?

Jianzhu Yao, Kevin Wang, Ryan Hsieh, Haisu Zhou, Tianqing Zou, Zerui Cheng, Zhangyang Wang, Pramod Viswanath

机构 * Princeton University（普林斯顿大学） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Sentient Foundation（Sentient基金会） 纠错

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

Comments 48 pages, 7 figures

When Planners Meet Reality: How Learned, Reactive Traffic Agents Shift nuPlan Benchmarks

Steffen Hagedorn, Luka Donkov, Aron Distelzweig, Alexandru P. Condurache

机构 * Robert Bosch GmbH（罗伯特·博世有限公司） ； Institute for Neuro- and Bioinformatics, University of Lübeck（神经与生物医学研究所，吕贝克大学） ； Engineering Faculty, DHBW Stuttgart（工程学院，斯图加特DHBW） ； Department of Computer Science, University of Freiburg（计算机科学系，弗赖堡大学） 纠错

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

Efficient Few-Shot Learning in Remote Sensing: Fusing Vision and Vision-Language Models

Jia Yun Chua, Argyrios Zolotas, Miguel Arana-Catania

机构 * Cranfield University（克兰菲尔德大学） ； University of Oxford（牛津大学） 纠错

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

Comments 11 pages, 7 figures, 8 tables. To be published in Applied AI Letters

Multimodal Retrieval-Augmented Generation with Large Language Models for Medical VQA

A H M Rezaul Karim, Ozlem Uzuner

机构 * George Mason University（乔治·马歇尔大学） 纠错

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

Generative AI Meets Future Cities: Towards an Era of Autonomous Urban Intelligence

Dongjie Wang, Chang-Tien Lu, Xinyue Ye, Tan Yigitcanlar, Yanjie Fu

机构 * Computer Science University of Kansas Lawrence USA ； Department of Computer Science Virginia Tech Falls Church USA ； Department of Geography \& the Environment University of Alabama Tuscaloosa USA ； Queensland University of Technology Brisbane Australia ； School of Computing ； Augmented Intelligence Arizona State University Tempe USA ； University of Kansas ； University of Alabama ； Queensland University of Technology ； Arizona State University 纠错

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

Comments Submitting to the ACM AI Letters

Do Large Language Models Show Biases in Causal Learning? Insights from Contingency Judgment

María Victoria Carro, Denise Alejandra Mester, Francisca Gauna Selasco, Giovanni Franco Gabriel Marraffini, Mario Alejandro Leiva, Gerardo I. Simari, María Vanina Martinez

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

An LLM-Powered AI Agent Framework for Holistic IoT Traffic Interpretation

Daniel Adu Worae, Spyridon Mastorakis

机构 * University of Notre Dame（内布拉斯加大学达灵顿分校） 纠错

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

MindBenchAI: An Actionable Platform to Evaluate the Profile and Performance of Large Language Models in a Mental Healthcare Context

Bridget Dwyer, Matthew Flathers, Akane Sano, Allison Dempsey, Andrea Cipriani, Asim H. Gazi, Carla Gorban, Carolyn I. Rodriguez, Charles Stromeyer, Darlene King, Eden Rozenblit, Gillian Strudwick, Jake Linardon, Jiaee Cheong, Joseph Firth, Julian Herpertz, Julian Schwarz, Margaret Emerson, Martin P. Paulus, Michelle Patriquin, Yining Hua, Soumya Choudhary, Steven Siddals, Laura Ospina Pinillos, Jason Bantjes, Steven Scheuller, Xuhai Xu, Ken Duckworth, Daniel H. Gillison, Michael Wood, John Torous

专题命中 规划推理 ：reasoning(abstract)

Inferring Foresightedness in Dynamic Noncooperative Games

Cade Armstrong, Ryan Park, Xinjie Liu, Kushagra Gupta, David Fridovich-Keil

机构 * Oden Institute for Computational Sciences and Engineering, University of Texas at Austin（奥登计算科学与工程研究所，德克萨斯大学奥斯汀分校） 纠错

专题命中 规划推理 ：planning(abstract)