大模型推理能力

Code-as-Symbolic-Planner: Foundation Model-Based Robot Planning via Symbolic Code Generation

Yongchao Chen, Yilun Hao, Yang Zhang, Chuchu Fan

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Harvard University（哈佛大学） ； MIT-IBM Watson AI Lab（MIT-IBM沃森人工智能实验室） 纠错

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

Comments 7 pages, 7 figures, 3 tables

Journal ref 2025 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'2025)

Society of Mind Meets Real-Time Strategy: A Hierarchical Multi-Agent Framework for Strategic Reasoning

Daechul Ahn, San Kim, Jonghyun Choi

机构 * Seoul National University（首尔国立大学） 纠错

专题命中 规划推理 ：reasoning(title)；分类 cs.AI

Comments COLM 2025

Self-Steering Language Models

Gabriel Grand, Joshua B. Tenenbaum, Vikash K. Mansinghka, Alexander K. Lew, Jacob Andreas

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

Comments Accepted to COLM 2025

Optimizing Prompt Sequences using Monte Carlo Tree Search for LLM-Based Optimization

Fei Xu Yu, Gina Adam, Nathaniel D. Bastian, Tian Lan

机构 * The George Washington University（乔治·华盛顿大学） ； United States Military Academy（美国军事学院） 纠错

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

Flow-Based Task Assignment for Large-Scale Online Multi-Agent Pickup and Delivery

Yue Zhang, Zhe Chen, Daniel Harabor, Pierre Le Bodic, Peter J. Stuckey

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

Automated Creation of the Legal Knowledge Graph Addressing Legislation on Violence Against Women: Resource, Methodology and Lessons Learned

Claudia dAmato, Giuseppe Rubini, Francesco Didio, Donato Francioso, Fatima Zahra Amara, Nicola Fanizzi

机构 * Computer Science Department, University of Bari Aldo Moro（巴里阿尔多·莫罗大学计算机科学系） 纠错

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

LLMs for Resource Allocation: A Participatory Budgeting Approach to Inferring Preferences

Sankarshan Damle, Boi Faltings

机构 * Artificial Intelligence Laboratory (LIA), EPFL（人工智能实验室（LIA），瑞士联邦理工学院） 纠错

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

Comments Published in the Proceedings of the 28th European Conference on Artificial Intelligence (ECAI 2025)

DAM: A Universal Dual Attention Mechanism for Multimodal Timeseries Cryptocurrency Trend Forecasting

Yihang Fu, Mingyu Zhou, Luyao Zhang

机构 * Duke Kunshan University（杜克昆山大学） 纠错

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

Journal ref Proc. IEEE Int. Conf. Metaverse Computing Networking and Applications (MetaCom), pp. 73-80, 2024

Open-Source Agentic Hybrid RAG Framework for Scientific Literature Review

Aditya Nagori, Ricardo Accorsi Casonatto, Ayush Gautam, Abhinav Manikantha Sai Cheruvu, Rishikesan Kamaleswaran

机构 * Department of Surgery, Department of Anesthesiology, Duke University School of Medicine Durham North Carolina United States ； Faculty of Technology, University of Brasilia Brasilia Federal District Brazil ； Indian Institute of Technology Goa Goa India ； Birla Institute of Technology \& Science Pilani Hyderabad India ； Department of Electrical ； Computer Engineering, Duke University Pratt School of Engineering Department of Surgery, Department of Anesthesiology, Duke University School of Medicine Durham North Carolina United States ； Department of Surgery, Department of Anesthesiology, Duke University School of Medicine ； Faculty of Technology, University of Brasilia ； Indian Institute of Technology Goa ； Birla Institute of Technology \& Science Pilani ； Computer Engineering, Duke University Pratt School of Engineering 纠错

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

A Multimodal Framework for Understanding Collaborative Design Processes

Maurice Koch, Nelusa Pathmanathan, Daniel Weiskopf, Kuno Kurzhals

专题命中 规划推理 ：planning(abstract)

Comments Accepted to IEEE VIS 2025