大模型推理能力

Enhancing Healthcare LLM Trust with Atypical Presentations Recalibration

Jeremy Qin, Bang Liu, Quoc Dinh Nguyen

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

Suspicion-Agent: Playing Imperfect Information Games with Theory of Mind Aware GPT-4

Jiaxian Guo, Bo Yang, Paul Yoo, Bill Yuchen Lin, Yusuke Iwasawa, Yutaka Matsuo

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

Lemur: Harmonizing Natural Language and Code for Language Agents

Yiheng Xu, Hongjin Su, Chen Xing, Boyu Mi, Qian Liu, Weijia Shi, Binyuan Hui, Fan Zhou, Yitao Liu, Tianbao Xie, Zhoujun Cheng, Siheng Zhao, Lingpeng Kong, Bailin Wang, Caiming Xiong, Tao Yu

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

Comments ICLR 2024 Spotlight; https://github.com/OpenLemur/Lemur

LIMP: Large Language Model Enhanced Intent-aware Mobility Prediction

Songwei Li, Jie Feng, Jiawei Chi, Xinyuan Hu, Xiaomeng Zhao, Fengli Xu

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

Comments 13 pages

Structure and Reduction of MCTS for Explainable-AI

Ronit Bustin, Claudia V. Goldman

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

Comments ECAI 2024

LLMs for Enhanced Agricultural Meteorological Recommendations

Ji-jun Park, Soo-joon Choi

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

Comments 10 pages

SimpleLLM4AD: An End-to-End Vision-Language Model with Graph Visual Question Answering for Autonomous Driving

Peiru Zheng, Yun Zhao, Zhan Gong, Hong Zhu, Shaohua Wu

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

Comments 16 pages, 3 figures

Empowering Biomedical Discovery with AI Agents

Shanghua Gao, Ada Fang, Yepeng Huang, Valentina Giunchiglia, Ayush Noori, Jonathan Richard Schwarz, Yasha Ektefaie, Jovana Kondic, Marinka Zitnik

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

AgentPoison: Red-teaming LLM Agents via Poisoning Memory or Knowledge Bases

Zhaorun Chen, Zhen Xiang, Chaowei Xiao, Dawn Song, Bo Li

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

Comments 22 pages, 13 figures, 7 tables

LAB-Bench: Measuring Capabilities of Language Models for Biology Research

Jon M. Laurent, Joseph D. Janizek, Michael Ruzo, Michaela M. Hinks, Michael J. Hammerling, Siddharth Narayanan, Manvitha Ponnapati, Andrew D. White, Samuel G. Rodriques

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

Comments 40 pages, 5 main figures, 1 main table, 2 supplemental figures, 4 supplemental tables. Submitted to NeurIPS 2024 Datasets and Benchmarks track (in review)

Why should we ever automate moral decision making?

Vincent Conitzer

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

Journal ref In: Ethics and Trust in Human-AI Collaboration: Socio-Technical Approaches, 2023

Revolutionizing Battery Disassembly: The Design and Implementation of a Battery Disassembly Autonomous Mobile Manipulator Robot(BEAM-1)

Yanlong Peng, Zhigang Wang, Yisheng Zhang, Shengmin Zhang, Nan Cai, Fan Wu, Ming Chen

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

MobileExperts: A Dynamic Tool-Enabled Agent Team in Mobile Devices

Jiayi Zhang, Chuang Zhao, Yihan Zhao, Zhaoyang Yu, Ming He, Jianping Fan

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

On Large Language Models in National Security Applications

William N. Caballero, Phillip R. Jenkins

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

Comments 20 pages

DynaThink: Fast or Slow? A Dynamic Decision-Making Framework for Large Language Models

Jiabao Pan, Yan Zhang, Chen Zhang, Zuozhu Liu, Hongwei Wang, Haizhou Li

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

Tokenize the World into Object-level Knowledge to Address Long-tail Events in Autonomous Driving

Ran Tian, Boyi Li, Xinshuo Weng, Yuxiao Chen, Edward Schmerling, Yue Wang, Boris Ivanovic, Marco Pavone

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

Enhancing the LLM-Based Robot Manipulation Through Human-Robot Collaboration

Haokun Liu, Yaonan Zhu, Kenji Kato, Atsushi Tsukahara, Izumi Kondo, Tadayoshi Aoyama, Yasuhisa Hasegawa

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

Comments IEEE Robotics and Automation Letters

Journal ref IEEE Robotics and Automation Letters, vol. 9, no. 8, pp. 6904-6911, Aug. 2024

CoAct: A Global-Local Hierarchy for Autonomous Agent Collaboration

Xinming Hou, Mingming Yang, Wenxiang Jiao, Xing Wang, Zhaopeng Tu, Wayne Xin Zhao

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

Comments 9 pages, 4 figures

A Survey of Large Language Models for Financial Applications: Progress, Prospects and Challenges

Yuqi Nie, Yaxuan Kong, Xiaowen Dong, John M. Mulvey, H. Vincent Poor, Qingsong Wen, Stefan Zohren

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

Cognitively Inspired Energy-Based World Models

Alexi Gladstone, Ganesh Nanduru, Md Mofijul Islam, Aman Chadha, Jundong Li, Tariq Iqbal

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

Comments 23 pages, 6 figures

Learning to Play Atari in a World of Tokens

Pranav Agarwal, Sheldon Andrews, Samira Ebrahimi Kahou

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

Comments Accepted at ICML 2024

STRIDE: A Tool-Assisted LLM Agent Framework for Strategic and Interactive Decision-Making

Chuanhao Li, Runhan Yang, Tiankai Li, Milad Bafarassat, Kourosh Sharifi, Dirk Bergemann, Zhuoran Yang

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

Comments 39 pages, 4 figures

STEER: Assessing the Economic Rationality of Large Language Models

Narun Raman, Taylor Lundy, Samuel Amouyal, Yoav Levine, Kevin Leyton-Brown, Moshe Tennenholtz

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

Prospective Role of Foundation Models in Advancing Autonomous Vehicles

Jianhua Wu, Bingzhao Gao, Jincheng Gao, Jianhao Yu, Hongqing Chu, Qiankun Yu, Xun Gong, Yi Chang, H. Eric Tseng, Hong Chen, Jie Chen

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

Comments 45 pages,8 figures

Solving Quantified Boolean Formulas with Few Existential Variables

Leif Eriksson, Victor Lagerkvist, George Osipov, Sebastian Ordyniak, Fahad Panolan, Mateusz Rychlicki

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

Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security

Yuanchun Li, Hao Wen, Weijun Wang, Xiangyu Li, Yizhen Yuan, Guohong Liu, Jiacheng Liu, Wenxing Xu, Xiang Wang, Yi Sun, Rui Kong, Yile Wang, Hanfei Geng, Jian Luan, Xuefeng Jin, Zilong Ye, Guanjing Xiong, Fan Zhang, Xiang Li, Mengwei Xu, Zhijun Li, Peng Li, Yang Liu, Ya-Qin Zhang, Yunxin Liu

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

Comments https://github.com/MobileLLM/Personal_LLM_Agents_Survey

A Survey on the Integration of Generative AI for Critical Thinking in Mobile Networks

Athanasios Karapantelakis, Alexandros Nikou, Ajay Kattepur, Jean Martins, Leonid Mokrushin, Swarup Kumar Mohalik, Marin Orlic, Aneta Vulgarakis Feljan

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

Comments 14 pages, 3 figures, 4 tables

Towards Responsible Generative AI: A Reference Architecture for Designing Foundation Model based Agents

Qinghua Lu, Liming Zhu, Xiwei Xu, Zhenchang Xing, Stefan Harrer, Jon Whittle

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

Physically Grounded Vision-Language Models for Robotic Manipulation

Jensen Gao, Bidipta Sarkar, Fei Xia, Ted Xiao, Jiajun Wu, Brian Ichter, Anirudha Majumdar, Dorsa Sadigh

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

Comments Updated version for ICRA 2024

Large Trajectory Models are Scalable Motion Predictors and Planners

Qiao Sun, Shiduo Zhang, Danjiao Ma, Jingzhe Shi, Derun Li, Simian Luo, Yu Wang, Ningyi Xu, Guangzhi Cao, Hang Zhao

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