大模型推理能力

Unlocking the Wisdom of Large Language Models: An Introduction to The Path to Artificial General Intelligence

Edward Y. Chang

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

Comments 153 pages, 5 figures

Structuring Scientific Innovation: A Framework for Modeling and Discovering Impactful Knowledge Combinations

Junlan Chen, Kexin Zhang, Daifeng Li, Yangyang Feng, Yuxuan Zhang, Bowen Deng

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

SLOs-Serve: Optimized Serving of Multi-SLO LLMs

Siyuan Chen, Zhipeng Jia, Samira Khan, Arvind Krishnamurthy, Phillip B. Gibbons

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

What Makes Large Language Models Reason in (Multi-Turn) Code Generation?

Kunhao Zheng, Juliette Decugis, Jonas Gehring, Taco Cohen, Benjamin Negrevergne, Gabriel Synnaeve

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

Comments Published as a conference paper at ICLR 2025

VLIPP: Towards Physically Plausible Video Generation with Vision and Language Informed Physical Prior

Xindi Yang, Baolu Li, Yiming Zhang, Zhenfei Yin, Lei Bai, Liqian Ma, Zhiyong Wang, Jianfei Cai, Tien-Tsin Wong, Huchuan Lu, Xu Jia

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

Comments 18 pages, 11 figures

Measuring temporal effects of agent knowledge by date-controlled tool use

R. Patrick Xian, Qiming Cui, Stefan Bauer, Reza Abbasi-Asl

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

Comments under review, comments welcome

Knowledge-Aware Iterative Retrieval for Multi-Agent Systems

Seyoung Song

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

COHERENT: Collaboration of Heterogeneous Multi-Robot System with Large Language Models

Kehui Liu, Zixin Tang, Dong Wang, Zhigang Wang, Xuelong Li, Bin Zhao

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

Comments Accepted by ICRA 2025

CubeRobot: Grounding Language in Rubik's Cube Manipulation via Vision-Language Model

Feiyang Wang, Xiaomin Yu, Wangyu Wu

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

Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models

Chengkai Huang, Junda Wu, Yu Xia, Zixu Yu, Ruhan Wang, Tong Yu, Ruiyi Zhang, Ryan A. Rossi, Branislav Kveton, Dongruo Zhou, Julian McAuley, Lina Yao

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

ROCKET-1: Mastering Open-World Interaction with Visual-Temporal Context Prompting

Shaofei Cai, Zihao Wang, Kewei Lian, Zhancun Mu, Xiaojian Ma, Anji Liu, Yitao Liang

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

Evaluating Uncertainty-based Failure Detection for Closed-Loop LLM Planners

Zhi Zheng, Qian Feng, Hang Li, Alois Knoll, Jianxiang Feng

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

Comments Accepted at ICRA 2024 Workshop on Back to the Future: Robot Learning Going Probabilistic. Website: https://sites.google.com/view/konwloop/home

LREF: A Novel LLM-based Relevance Framework for E-commerce

Tian Tang, Zhixing Tian, Zhenyu Zhu, Chenyang Wang, Haiqing Hu, Guoyu Tang, Lin Liu, Sulong Xu

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

Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions

Mourad Gridach, Jay Nanavati, Khaldoun Zine El Abidine, Lenon Mendes, Christina Mack

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

CoLMDriver: LLM-based Negotiation Benefits Cooperative Autonomous Driving

Changxing Liu, Genjia Liu, Zijun Wang, Jinchang Yang, Siheng Chen

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

General-Purpose Aerial Intelligent Agents Empowered by Large Language Models

Ji Zhao, Xiao Lin

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

FASIONAD++ : Integrating High-Level Instruction and Information Bottleneck in FAt-Slow fusION Systems for Enhanced Safety in Autonomous Driving with Adaptive Feedback

Kangan Qian, Ziang Luo, Sicong Jiang, Zilin Huang, Jinyu Miao, Zhikun Ma, Tianze Zhu, Jiayin Li, Yangfan He, Zheng Fu, Yining Shi, Boyue Wang, Hezhe Lin, Ziyu Chen, Jiangbo Yu, Xinyu Jiao, Mengmeng Yang, Kun Jiang, Diange Yang

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

Comments 8 pages, 4 figures

Llamarine: Open-source Maritime Industry-specific Large Language Model

William Nguyen, An Phan, Konobu Kimura, Hitoshi Maeno, Mika Tanaka, Quynh Le, William Poucher, Christopher Nguyen

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

Comments Work in progress

DoraemonGPT: Toward Understanding Dynamic Scenes with Large Language Models (Exemplified as A Video Agent)

Zongxin Yang, Guikun Chen, Xiaodi Li, Wenguan Wang, Yi Yang

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

CLEA: Closed-Loop Embodied Agent for Enhancing Task Execution in Dynamic Environments

Mingcong Lei, Ge Wang, Yiming Zhao, Zhixin Mai, Qing Zhao, Yao Guo, Zhen Li, Shuguang Cui, Yatong Han, Jinke Ren

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

Digital Player: Evaluating Large Language Models based Human-like Agent in Games

Jiawei Wang, Kai Wang, Shaojie Lin, Runze Wu, Bihan Xu, Lingeng Jiang, Shiwei Zhao, Renyu Zhu, Haoyu Liu, Zhipeng Hu, Zhong Fan, Le Li, Tangjie Lyu, Changjie Fan

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

Comments neurips datasets and benchmarks 2024, not accepted

AgentSquare: Automatic LLM Agent Search in Modular Design Space

Yu Shang, Yu Li, Keyu Zhao, Likai Ma, Jiahe Liu, Fengli Xu, Yong Li

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

Comments 25 pages

Hybrid Voting-Based Task Assignment in Role-Playing Games

Daniel Weiner, Raj Korpan

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

Comments Accepted for presentation at Dungeons, Neurons, and Dialogues: Social Interaction Dynamics in Contextual Games Workshop at 20th Annual ACM/IEEE International Conference on Human-Robot Interaction (HRI 2025)

Toward Agentic AI: Generative Information Retrieval Inspired Intelligent Communications and Networking

Ruichen Zhang, Shunpu Tang, Yinqiu Liu, Dusit Niyato, Zehui Xiong, Sumei Sun, Shiwen Mao, Zhu Han

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

Comments 7 pages, 4 figures

A View of the Certainty-Equivalence Method for PAC RL as an Application of the Trajectory Tree Method

Shivaram Kalyanakrishnan, Sheel Shah, Santhosh Kumar Guguloth

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

Comments 15 pages, excluding references and appendices. Total of 29 pages

Plan-over-Graph: Towards Parallelable LLM Agent Schedule

Shiqi Zhang, Xinbei Ma, Zouying Cao, Zhuosheng Zhang, Hai Zhao

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

TeLL-Drive: Enhancing Autonomous Driving with Teacher LLM-Guided Deep Reinforcement Learning

Chengkai Xu, Jiaqi Liu, Shiyu Fang, Yiming Cui, Dong Chen, Peng Hang, Jian Sun

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

EMOS: Embodiment-aware Heterogeneous Multi-robot Operating System with LLM Agents

Junting Chen, Checheng Yu, Xunzhe Zhou, Tianqi Xu, Yao Mu, Mengkang Hu, Wenqi Shao, Yikai Wang, Guohao Li, Lin Shao

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

Comments 10 pages of main content, 3 pages of references, 5 pages of appendix, 7 figures in total

Spectral Journey: How Transformers Predict the Shortest Path

Andrew Cohen, Andrey Gromov, Kaiyu Yang, Yuandong Tian

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

Comments 12 pages

nvAgent: Automated Data Visualization from Natural Language via Collaborative Agent Workflow

Geliang Ouyang, Jingyao Chen, Zhihe Nie, Yi Gui, Yao Wan, Hongyu Zhang, Dongping Chen

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