ExpeL: LLM Agents Are Experiential Learners

20 August 2023

Gao Huang

Papers citing "ExpeL: LLM Agents Are Experiential Learners"

50 / 76 papers shown

Title
Runaway is Ashamed, But Helpful: On the Early-Exit Behavior of Large Language Model-based Agents in Embodied Environments Qingyu Lu Liang Ding Siyi Cao Xuebo Liu Kanjian Zhang Jinxia Zhang Dacheng Tao LLMAG 42 0 0 23 May 2025
Retrospex: Language Agent Meets Offline Reinforcement Learning Critic Yufei Xiang Yiqun Shen Yeqin Zhang Cam-Tu Nguyen OffRL LLMAG KELM LRM 91 2 0 17 May 2025
From Human Memory to AI Memory: A Survey on Memory Mechanisms in the Era of LLMs Yaxiong Wu Sheng Liang Chen Zhang Yucheng Wang Yanzhe Zhang Huifeng Guo Ruiming Tang Yong Liu KELM 61 2 0 22 Apr 2025
Affordable AI Assistants with Knowledge Graph of Thoughts Maciej Besta Lorenzo Paleari Jia Hao Andrea Jiang Robert Gerstenberger You Wu ... Jón Gunnar Hannesson Grzegorz Kwa'sniewski Marcin Copik H. Niewiadomski Torsten Hoefler LLMAG RALM 356 0 0 03 Apr 2025
RAIDER: Tool-Equipped Large Language Model Agent for Robotic Action Issue Detection, Explanation and Recovery Silvia Izquierdo-Badiola Carlos Rizzo Guillem Alenyà LLMAG LM&Ro 105 0 0 22 Mar 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval Yu Zhang Shutong Qiao Jiaqi Zhang Tzu-Heng Lin Chen Gao Yongqian Li LM&Ro LM&MA 140 3 0 07 Mar 2025
Stay Focused: Problem Drift in Multi-Agent Debate Jonas Becker Lars Benedikt Kaesberg Andreas Stephan Jan Philip Wahle Terry Ruas Bela Gipp 68 1 0 26 Feb 2025
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Yibo Yan Shen Wang Jiahao Huo Jingheng Ye Zhendong Chu Xuming Hu Philip S. Yu Carla P. Gomes B. Selman Qingsong Wen LRM 143 15 0 05 Feb 2025
Do Language Models Understand Time? Xi Ding Lei Wang 211 1 0 18 Dec 2024
Human-inspired Perspectives: A Survey on AI Long-term Memory Zihong He Weizhe Lin Hao Zheng Fan Zhang Matt Jones Laurence Aitchison X. Xu Miao Liu Per Ola Kristensson Junxiao Shen 106 2 0 01 Nov 2024
MeNTi: Bridging Medical Calculator and LLM Agent with Nested Tool Calling Yakun Zhu Shaohang Wei Xu Wang Kui Xue Xiaofan Zhang Shanghang Zhang 73 2 0 17 Oct 2024
From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven Interactions Changle Qu Sunhao Dai Xiaochi Wei Hengyi Cai Shuaiqiang Wang Dawei Yin Jun Xu Ji-Rong Wen 76 10 0 10 Oct 2024
From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future Haolin Jin Linghan Huang Haipeng Cai Jun Yan Bo Li Huaming Chen 94 34 0 05 Aug 2024
AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation Mengkang Hu Yixiao Wang Can Xu Lingfeng Sun Chensheng Peng T. Hannagan Nicola Poerio Saravan Rajmohan LM&Ro LLMAG 75 19 0 01 Aug 2024
Scaling Large Language Model-based Multi-Agent Collaboration Chen Qian Zihao Xie YiFei Wang Wei Liu Yufan Dang ... Zhuoyun Du Weize Chen Cheng Yang Zhiyuan Liu Maosong Sun AI4CE LLMAG LM&Ro 117 60 0 11 Jun 2024
Pretraining Decision Transformers with Reward Prediction for In-Context Multi-task Structured Bandit Learning Subhojyoti Mukherjee Josiah P. Hanna Qiaomin Xie Robert Nowak 120 2 0 07 Jun 2024
Agent Planning with World Knowledge Model Shuofei Qiao Runnan Fang Ningyu Zhang Yuqi Zhu Xiang Chen Shumin Deng Yong Jiang Pengjun Xie Fei Huang Huajun Chen LLMAG LM&Ro 107 17 0 23 May 2024
AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments Samuel Schmidgall Rojin Ziaei Carl Harris Eduardo Reis Jeffrey Jopling Michael Moor 89 47 0 13 May 2024
A Survey on Large Language Model-Based Game Agents Sihao Hu Tiansheng Huang Gaowen Liu Ramana Rao Kompella Gaowen Liu Selim Furkan Tekin Yichang Xu Zachary Yahn Ling Liu LLMAG LM&Ro AI4CE LM&MA 84 55 0 02 Apr 2024
Context-aware LLM-based Safe Control Against Latent Risks Quang Khanh Luu Xiyu Deng Anh Van Ho Yorie Nakahira 83 4 0 18 Mar 2024
Defending Jailbreak Prompts via In-Context Adversarial Game Yujun Zhou Yufei Han Haomin Zhuang Kehan Guo Zhenwen Liang Hongyan Bao Xiangliang Zhang LLMAG AAML 52 12 0 20 Feb 2024
Augmenting Unsupervised Reinforcement Learning with Self-Reference Andrew Zhao Erle Zhu Rui Lu Matthieu Lin Yong-Jin Liu Gao Huang SSL 39 1 0 16 Nov 2023
AgentTuning: Enabling Generalized Agent Abilities for LLMs Aohan Zeng Mingdao Liu Rui Lu Bowen Wang Xiao Liu Yuxiao Dong Jie Tang LM&MA ALM LLMAG 45 169 0 19 Oct 2023
Avalon's Game of Thoughts: Battle Against Deception through Recursive Contemplation Shenzhi Wang Chang Liu Zilong Zheng Siyuan Qi Shuo Chen Qisen Yang Andrew Zhao Chaofei Wang Shiji Song Gao Huang LLMAG 48 66 0 02 Oct 2023
The Rise and Potential of Large Language Model Based Agents: A Survey Zhiheng Xi Wenxiang Chen Xin Guo Wei He Yiwen Ding ... Wenjuan Qin Yongyan Zheng Xipeng Qiu Xuanjing Huan Tao Gui LM&MA LM&Ro 3DV AI4CE 35 885 0 14 Sep 2023
A Survey on Large Language Model based Autonomous Agents Lei Wang Chengbang Ma Xueyang Feng Zeyu Zhang Hao-ran Yang ... Xu Chen Yankai Lin Wayne Xin Zhao Zhewei Wei Ji-Rong Wen LLMAG AI4CE LM&Ro 50 1,188 0 22 Aug 2023
Retroformer: Retrospective Large Language Agents with Policy Gradient Optimization Weiran Yao Shelby Heinecke Juan Carlos Niebles Zhiwei Liu Yihao Feng ... Ran Xu P. Mùi Haiquan Wang Caiming Xiong Silvio Savarese LLMAG LM&Ro 41 77 0 04 Aug 2023
RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control Anthony Brohan Noah Brown Justice Carbajal Yevgen Chebotar Xi Chen ... Ted Xiao Peng Xu Sichun Xu Tianhe Yu Brianna Zitkovich LM&Ro LRM 70 1,172 0 28 Jul 2023
Scaling Up and Distilling Down: Language-Guided Robot Skill Acquisition Huy Ha Peter R. Florence Shuran Song LM&Ro 56 152 0 26 Jul 2023
A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesis Izzeddin Gur Hiroki Furuta Austin Huang Mustafa Safdari Yutaka Matsuo Douglas Eck Aleksandra Faust LM&Ro LLMAG 78 208 0 24 Jul 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 191 11,484 0 18 Jul 2023
Learning to Retrieve In-Context Examples for Large Language Models Liang Wang Nan Yang Furu Wei RALM 49 39 0 14 Jul 2023
Large Language Models as General Pattern Machines Suvir Mirchandani F. Xia Peter R. Florence Brian Ichter Danny Driess Montse Gonzalez Arenas Kanishka Rao Dorsa Sadigh Andy Zeng LLMAG 79 191 0 10 Jul 2023
Focused Transformer: Contrastive Training for Context Scaling Szymon Tworkowski Konrad Staniszewski Mikolaj Pacek Yuhuai Wu Henryk Michalewski Piotr Milo's 46 137 0 06 Jul 2023
REFLECT: Summarizing Robot Experiences for Failure Explanation and Correction Zeyi Liu Arpit Bahety Shuran Song LRM 57 122 0 27 Jun 2023
From Pixels to UI Actions: Learning to Follow Instructions via Graphical User Interfaces Peter Shaw Mandar Joshi James Cohan Jonathan Berant Panupong Pasupat Hexiang Hu Urvashi Khandelwal Kenton Lee Kristina Toutanova LLMAG LM&Ro 33 55 0 31 May 2023
SwiftSage: A Generative Agent with Fast and Slow Thinking for Complex Interactive Tasks Bill Yuchen Lin Yicheng Fu Karina Yang Faeze Brahman Shiyu Huang Chandra Bhagavatula Prithviraj Ammanabrolu Yejin Choi Xiang Ren LLMAG LM&Ro LRM 45 142 0 27 May 2023
AdaPlanner: Adaptive Planning from Feedback with Language Models Haotian Sun Yuchen Zhuang Lingkai Kong Bo Dai Chao Zhang LLMAG 32 128 0 26 May 2023
EmbodiedGPT: Vision-Language Pre-Training via Embodied Chain of Thought Yao Mu Qinglong Zhang Mengkang Hu Wen Wang Mingyu Ding Jun Jin Bin Wang Jifeng Dai Yu Qiao Ping Luo LM&Ro LRM 48 230 0 24 May 2023
Reasoning with Language Model is Planning with World Model Shibo Hao Yi Gu Haodi Ma Joshua Jiahua Hong Zhen Wang D. Wang Zhiting Hu ReLM LRM LLMAG 85 539 0 24 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 78 1,850 0 17 May 2023
TidyBot: Personalized Robot Assistance with Large Language Models Jimmy Wu Rika Antonova Adam Kan Marion Lepert Andy Zeng Shuran Song Jeannette Bohg Szymon Rusinkiewicz Thomas Funkhouser LM&Ro 75 293 0 09 May 2023
ChemCrow: Augmenting large-language models with chemistry tools Andres M Bran Sam Cox Oliver Schilter Carlo Baldassari Andrew D. White P. Schwaller LLMAG 72 374 0 11 Apr 2023
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 328 1,852 0 07 Apr 2023
Text2Motion: From Natural Language Instructions to Feasible Plans Kevin Qinghong Lin Christopher Agia Toki Migimatsu Marco Pavone Jeannette Bohg LM&Ro 46 272 0 21 Mar 2023
MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action Zhengyuan Yang Linjie Li Jianfeng Wang Kevin Qinghong Lin E. Azarnasab Faisal Ahmed Zicheng Liu Ce Liu Michael Zeng Lijuan Wang ReLM KELM LRM 40 372 0 20 Mar 2023
Reflexion: Language Agents with Verbal Reinforcement Learning Noah Shinn Federico Cassano Beck Labash A. Gopinath Karthik Narasimhan Shunyu Yao LLMAG KELM 28 1,190 0 20 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 303 13,788 0 15 Mar 2023
Foundation Models for Decision Making: Problems, Methods, and Opportunities Sherry Yang Ofir Nachum Yilun Du Jason W. Wei Pieter Abbeel Dale Schuurmans LM&Ro OffRL LRM AI4CE 113 159 0 07 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 497 12,840 0 27 Feb 2023