大模型推理能力 - arXivDaily 专题

2412.14186 2024-12-24 cs.CY cs.AI cs.CL cs.LG 67%

Towards AI-$45^{\circ}$ Law: A Roadmap to Trustworthy AGI

Chao Yang, Chaochao Lu, Yingchun Wang, Bowen Zhou

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

2412.07207 2024-12-23 cs.LG cs.AI cs.CL 67%

MAPLE: A Framework for Active Preference Learning Guided by Large Language Models

Saaduddin Mahmud, Mason Nakamura, Shlomo Zilberstein

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

Comments AAAI 2025 AI Alignment Track

2402.01766 2024-12-20 cs.CL cs.AI cs.CY cs.LG econ.GN q-fin.EC 67%

LLM Voting: Human Choices and AI Collective Decision Making

Joshua C. Yang, Damian Dailisan, Marcin Korecki, Carina I. Hausladen, Dirk Helbing

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

Comments Accepted in AAAI Conference on AI, Ethics, and Society (AIES)

2412.14056 2024-12-19 cs.CV cs.AI cs.CL cs.LG cs.MM 67%

A Review of Multimodal Explainable Artificial Intelligence: Past, Present and Future

Shilin Sun, Wenbin An, Feng Tian, Fang Nan, Qidong Liu, Jun Liu, Nazaraf Shah, Ping Chen

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

Comments This work has been submitted to the IEEE for possible publication

2411.02404 2024-12-16 cs.IR cs.AI cs.CL cs.LG 67%

Enhancing Retrieval Performance: An Ensemble Approach For Hard Negative Mining

Hansa Meghwani

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

Comments Master's thesis

2411.17593 2024-12-03 cs.CL cs.AI cs.LG 67%

What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics

Jordan J. Bird

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

2411.18013 2024-11-28 cs.RO cs.CV 67%

FASIONAD : FAst and Slow FusION Thinking Systems for Human-Like Autonomous Driving with Adaptive Feedback

Kangan Qian, Zhikun Ma, Yangfan He, Ziang Luo, Tianyu Shi, Tianze Zhu, Jiayin Li, Jianhui Wang, Ziyu Chen, Xiao He, Yining Shi, Zheng Fu, Xinyu Jiao, Kun Jiang, Diange Yang, Takafumi Matsumaru

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

2406.12846 2024-11-26 cs.CV 67%

DrVideo: Document Retrieval Based Long Video Understanding

Ziyu Ma, Chenhui Gou, Hengcan Shi, Bin Sun, Shutao Li, Hamid Rezatofighi, Jianfei Cai

专题命中规划推理：reasoning(abstract)；chain-of-thought(abstract)

Comments 17 pages

2404.00282 2024-11-21 cs.LG cs.AI cs.CL cs.RO 67%

Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods

Yuji Cao, Huan Zhao, Yuheng Cheng, Ting Shu, Yue Chen, Guolong Liu, Gaoqi Liang, Junhua Zhao, Jinyue Yan, Yun Li

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

Comments 22 pages (including bibliography), 6 figures

2407.01603 2024-11-18 cs.LG cs.AI cs.CL physics.chem-ph 67%

A Review of Large Language Models and Autonomous Agents in Chemistry

Mayk Caldas Ramos, Christopher J. Collison, Andrew D. White

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

2411.08432 2024-11-14 cs.CL cs.AI cs.LG 67%

One STEP at a time: Language Agents are Stepwise Planners

Minh Nguyen, Ehsan Shareghi

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

2411.05990 2024-11-13 cs.AI cs.CL cs.GT cs.LG cs.MA 67%

Game-theoretic LLM: Agent Workflow for Negotiation Games

Wenyue Hua, Ollie Liu, Lingyao Li, Alfonso Amayuelas, Julie Chen, Lucas Jiang, Mingyu Jin, Lizhou Fan, Fei Sun, William Wang, Xintong Wang, Yongfeng Zhang

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

Comments 45 pages, 12 figures

2411.03349 2024-11-07 cs.AI cs.CL cs.LG 67%

RuAG: Learned-rule-augmented Generation for Large Language Models

Yudi Zhang, Pei Xiao, Lu Wang, Chaoyun Zhang, Meng Fang, Yali Du, Yevgeniy Puzyrev, Randolph Yao, Si Qin, Qingwei Lin, Mykola Pechenizkiy, Dongmei Zhang, Saravan Rajmohan, Qi Zhang

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

2411.02599 2024-11-06 cs.RO cs.AI cs.CL cs.HC cs.LG 67%

Vocal Sandbox: Continual Learning and Adaptation for Situated Human-Robot Collaboration

Jennifer Grannen, Siddharth Karamcheti, Suvir Mirchandani, Percy Liang, Dorsa Sadigh

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

Comments Published at CoRL 2024. 24 pages, 8 figures. Project Page: https://vocal-sandbox.github.io

2411.00820 2024-11-05 cs.HC cs.AI cs.CL cs.LG 67%

AutoGLM: Autonomous Foundation Agents for GUIs

Xiao Liu, Bo Qin, Dongzhu Liang, Guang Dong, Hanyu Lai, Hanchen Zhang, Hanlin Zhao, Iat Long Iong, Jiadai Sun, Jiaqi Wang, Junjie Gao, Junjun Shan, Kangning Liu, Shudan Zhang, Shuntian Yao, Siyi Cheng, Wentao Yao, Wenyi Zhao, Xinghan Liu, Xinyi Liu, Xinying Chen, Xinyue Yang, Yang Yang, Yifan Xu, Yu Yang, Yujia Wang, Yulin Xu, Zehan Qi, Yuxiao Dong, Jie Tang

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

2407.00114 2024-11-01 cs.LG cs.AI cs.CL 67%

OmniJARVIS: Unified Vision-Language-Action Tokenization Enables Open-World Instruction Following Agents

Zihao Wang, Shaofei Cai, Zhancun Mu, Haowei Lin, Ceyao Zhang, Xuejie Liu, Qing Li, Anji Liu, Xiaojian Ma, Yitao Liang

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

Comments accepted on NeurIPS 2024

2410.11387 2024-10-31 cs.RO 67%

LLM2Swarm: Robot Swarms that Responsively Reason, Plan, and Collaborate through LLMs

Volker Strobel, Marco Dorigo, Mario Fritz

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

Comments Accepted at NeurIPS 2024 Workshop on Open-World Agents. Code: https://github.com/Pold87/LLM2Swarm/

2404.15155 2024-10-31 cs.CL cs.AI cs.LG 67%

MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making

Yubin Kim, Chanwoo Park, Hyewon Jeong, Yik Siu Chan, Xuhai Xu, Daniel McDuff, Hyeonhoon Lee, Marzyeh Ghassemi, Cynthia Breazeal, Hae Won Park

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

2410.22313 2024-10-30 cs.CV cs.RO 67%

Senna: Bridging Large Vision-Language Models and End-to-End Autonomous Driving

Bo Jiang, Shaoyu Chen, Bencheng Liao, Xingyu Zhang, Wei Yin, Qian Zhang, Chang Huang, Wenyu Liu, Xinggang Wang

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

Comments Project Page: https://github.com/hustvl/Senna

2405.18703 2024-10-30 cs.GT 67%

Bridging the Gap between Partially Observable Stochastic Games and Sparse POMDP Methods

Tyler Becker, Zachary Sunberg

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

2410.13851 2024-10-18 cs.RO cs.CV cs.GR 67%

Differentiable Robot Rendering

Ruoshi Liu, Alper Canberk, Shuran Song, Carl Vondrick

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

Comments Project Page: https://drrobot.cs.columbia.edu/

2402.02392 2024-10-14 cs.AI cs.CL cs.LG 67%

DeLLMa: Decision Making Under Uncertainty with Large Language Models

Ollie Liu, Deqing Fu, Dani Yogatama, Willie Neiswanger

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

Comments 37 pages, 24 figures

2407.12871 2024-10-10 cs.CL cs.AI cs.LG 67%

MetaTool: Facilitating Large Language Models to Master Tools with Meta-task Augmentation

Xiaohan Wang, Dian Li, Yilin Zhao, Sinbadliu, Hui Wang

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

Comments 9 pages, 4 figures

2410.05582 2024-10-10 cs.RO 67%

Gen-Drive: Enhancing Diffusion Generative Driving Policies with Reward Modeling and Reinforcement Learning Fine-tuning

Zhiyu Huang, Xinshuo Weng, Maximilian Igl, Yuxiao Chen, Yulong Cao, Boris Ivanovic, Marco Pavone, Chen Lv

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

2410.04707 2024-10-08 cs.LG cs.AI cs.CL 67%

Learning How Hard to Think: Input-Adaptive Allocation of LM Computation

Mehul Damani, Idan Shenfeld, Andi Peng, Andreea Bobu, Jacob Andreas

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

2409.16455 2024-09-26 cs.RO 67%

MultiTalk: Introspective and Extrospective Dialogue for Human-Environment-LLM Alignment

Venkata Naren Devarakonda, Ali Umut Kaypak, Shuaihang Yuan, Prashanth Krishnamurthy, Yi Fang, Farshad Khorrami

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

Comments 7 pages, 3 figures

2409.16019 2024-09-25 cs.RO 67%

AIR-Embodied: An Efficient Active 3DGS-based Interaction and Reconstruction Framework with Embodied Large Language Model

Zhenghao Qi, Shenghai Yuan, Fen Liu, Haozhi Cao, Tianchen Deng, Jianfei Yang, Lihua Xie

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

2407.13301 2024-09-17 cs.CL cs.AI cs.LG 67%

CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis

Junying Chen, Chi Gui, Anningzhe Gao, Ke Ji, Xidong Wang, Xiang Wan, Benyou Wang

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

2409.00861 2024-09-04 cs.CL cs.AI cs.LG cs.LO 67%

Harnessing the Power of Semi-Structured Knowledge and LLMs with Triplet-Based Prefiltering for Question Answering

Derian Boer, Fabian Koch, Stefan Kramer

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

Comments 9 pages, published at IJCLR 2024

2402.01874 2024-08-29 cs.CL cs.AI cs.LG cs.RO 67%

The RL/LLM Taxonomy Tree: Reviewing Synergies Between Reinforcement Learning and Large Language Models

Moschoula Pternea, Prerna Singh, Abir Chakraborty, Yagna Oruganti, Mirco Milletari, Sayli Bapat, Kebei Jiang

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

Comments 30 pages (including bibliography), 1 figure, 7 tables

1. 规划推理 11088 篇

Towards AI-$45^{\circ}$ Law: A Roadmap to Trustworthy AGI

MAPLE: A Framework for Active Preference Learning Guided by Large Language Models

LLM Voting: Human Choices and AI Collective Decision Making

A Review of Multimodal Explainable Artificial Intelligence: Past, Present and Future

Enhancing Retrieval Performance: An Ensemble Approach For Hard Negative Mining

What Differentiates Educational Literature? A Multimodal Fusion Approach of Transformers and Computational Linguistics

FASIONAD : FAst and Slow FusION Thinking Systems for Human-Like Autonomous Driving with Adaptive Feedback

DrVideo: Document Retrieval Based Long Video Understanding

Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods

A Review of Large Language Models and Autonomous Agents in Chemistry

One STEP at a time: Language Agents are Stepwise Planners

Game-theoretic LLM: Agent Workflow for Negotiation Games

RuAG: Learned-rule-augmented Generation for Large Language Models

Vocal Sandbox: Continual Learning and Adaptation for Situated Human-Robot Collaboration

AutoGLM: Autonomous Foundation Agents for GUIs

OmniJARVIS: Unified Vision-Language-Action Tokenization Enables Open-World Instruction Following Agents

LLM2Swarm: Robot Swarms that Responsively Reason, Plan, and Collaborate through LLMs

MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making

Senna: Bridging Large Vision-Language Models and End-to-End Autonomous Driving

Bridging the Gap between Partially Observable Stochastic Games and Sparse POMDP Methods

Differentiable Robot Rendering

DeLLMa: Decision Making Under Uncertainty with Large Language Models

MetaTool: Facilitating Large Language Models to Master Tools with Meta-task Augmentation

Gen-Drive: Enhancing Diffusion Generative Driving Policies with Reward Modeling and Reinforcement Learning Fine-tuning

Learning How Hard to Think: Input-Adaptive Allocation of LM Computation

MultiTalk: Introspective and Extrospective Dialogue for Human-Environment-LLM Alignment

AIR-Embodied: An Efficient Active 3DGS-based Interaction and Reconstruction Framework with Embodied Large Language Model

CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis

Harnessing the Power of Semi-Structured Knowledge and LLMs with Triplet-Based Prefiltering for Question Answering

The RL/LLM Taxonomy Tree: Reviewing Synergies Between Reinforcement Learning and Large Language Models