大模型推理能力

HumorPlanSearch: Structured Planning and HuCoT for Contextual AI Humor

Shivam Dubey

机构 * Indian Institute of Technology Madras（印度理工学院马德拉斯分校） 纠错

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

Tool-Planner: Task Planning with Clusters across Multiple Tools

Yanming Liu, Xinyue Peng, Jiannan Cao, Yuwei Zhang, Xuhong Zhang, Sheng Cheng, Xun Wang, Jianwei Yin, Tianyu Du

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

Comments ICLR 2025 Camera Ready version

Relative Position Matters: Trajectory Prediction and Planning with Polar Representation

Bozhou Zhang, Nan Song, Bingzhao Gao, Li Zhang

专题命中 规划推理 ：planning(title,abstract)

EvoPSF: Online Evolution of Autonomous Driving Models via Planning-State Feedback

Jiayue Jin, Lang Qian, Jingyu Zhang, Chuanyu Ju, Liang Song

机构 * College of Intelligent Robotics and Advanced Manufacturing, Fudan University（智能机器人与先进制造学院，复旦大学） 纠错

专题命中 规划推理 ：planning(title,abstract)

AIM-Bench: Evaluating Decision-making Biases of Agentic LLM as Inventory Manager

Xuhua Zhao, Yuxuan Xie, Caihua Chen, Yuxiang Sun

机构 * School of Management and Engineering, Nanjing University（南京大学管理工程学院） ； School of Robotics and Automation, Nanjing University (Suzhou Campus‌)（南京大学机器人与自动化学院） 纠错

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

CogDDN: A Cognitive Demand-Driven Navigation with Decision Optimization and Dual-Process Thinking

Yuehao Huang, Liang Liu, Shuangming Lei, Yukai Ma, Hao Su, Jianbiao Mei, Pengxiang Zhao, Yaqing Gu, Yong Liu, Jiajun Lv

机构 * Zhejiang University（浙江大学） ； vivo AI Lab（vivo AI实验室） 纠错

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

Comments Accepted by ACM MM 2025

Controlling Multimodal LLMs via Reward-guided Decoding

Oscar Mañas, Pierluca D'Oro, Koustuv Sinha, Adriana Romero-Soriano, Michal Drozdzal, Aishwarya Agrawal

机构 * Mila - Quebec AI Institute（魁北克AI研究院） ； Université de Montréal（蒙特利尔大学） ； McGill University（麦吉尔大学） ； Meta FAIR ； Canada CIFAR AI Chair（加拿大CIFAR人工智能主席） 纠错

专题命中 规划推理 ：test-time compute(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Published at ICCV 2025

UI-Venus Technical Report: Building High-performance UI Agents with RFT

Zhangxuan Gu, Zhengwen Zeng, Zhenyu Xu, Xingran Zhou, Shuheng Shen, Yunfei Liu, Beitong Zhou, Changhua Meng, Tianyu Xia, Weizhi Chen, Yue Wen, Jingya Dou, Fei Tang, Jinzhen Lin, Yulin Liu, Zhenlin Guo, Yichen Gong, Heng Jia, Changlong Gao, Yuan Guo, Yong Deng, Zhenyu Guo, Liang Chen, Weiqiang Wang

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)

Hell or High Water: Evaluating Agentic Recovery from External Failures

Andrew Wang, Sophia Hager, Adi Asija, Daniel Khashabi, Nicholas Andrews

机构 * Johns Hopkins University（约翰霍普金斯大学） 纠错

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

Comments Accepted to COLM 2025

AirTrafficGen: Configurable Air Traffic Scenario Generation with Large Language Models

Dewi Sid William Gould, George De Ath, Ben Carvell, Nick Pepper

机构 * The Alan Turing Institute（阿尔ัน图灵研究院） ； NATS ； University of Exeter（埃克塞特大学） 纠错

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

Comments 9 pages and appendices

EmbodiedAgent: A Scalable Hierarchical Approach to Overcome Practical Challenge in Multi-Robot Control

Hanwen Wan, Yifei Chen, Yixuan Deng, Zeyu Wei, Dongrui Li, Zexin Lin, Donghao Wu, Jiu Cheng, Xiaoqiang Ji

机构 * School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen, China（香港中文大学（深圳）科学与工程学院） ； Shenzhen Institute of Artificial Intelligence and Robotics for Society, China（社会人工智能与机器人研究所） ； The School of Computer Science, The University of Sydney, Australia（悉尼大学计算机科学学院） ； Faculty of Computer and Mathematical Sciences, The Hong Kong Polytechnic University, China（香港理工大学计算机与数学科学学院） 纠错

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

Brain Tumor Segmentation in Sub-Sahara Africa with Advanced Transformer and ConvNet Methods: Fine-Tuning, Data Mixing and Ensembling

Toufiq Musah, Chantelle Amoako-Atta, John Amankwaah Otu, Lukman E. Ismaila, Swallah Alhaji Suraka, Oladimeji Williams, Isaac Tigbee, Kato Hussein Wabbi, Samantha Katsande, Kanyiri Ahmed Yakubu, Adedayo Kehinde Lawal, Anita Nsiah Donkor, Naeem Mwinlanaah Adamu, Adebowale Akande, John Othieno, Prince Ebenezer Adjei, Zhang Dong, Confidence Raymond, Udunna C. Anazodo, Abdul Nashirudeen Mumuni, Adaobi Chiazor Emegoakor, Chidera Opara, Maruf Adewole, Richard Asiamah

专题命中 规划推理 ：planning(abstract)

Comments 12 pages, 1 figure, 3 tables, Accepted at the Medical Image Computing in Resource Constrained Settings (MIRASOL) Workshop