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Trial and Error: Exploration-Based Trajectory Optimization for LLM Agents

4 March 2024

Sujian Li

Papers citing "Trial and Error: Exploration-Based Trajectory Optimization for LLM Agents"

25 / 25 papers shown

Title
From Assistants to Adversaries: Exploring the Security Risks of Mobile LLM Agents Liangxuan Wu Chao Wang Tianming Liu Yanjie Zhao Haoyu Wang AAML 62 0 0 19 May 2025
TALES: Text Adventure Learning Environment Suite Christopher Zhang Cui Xingdi Yuan Ziang Xiao Prithviraj Ammanabrolu Marc-Alexandre Côté LLMAG LRM 98 2 0 19 Apr 2025
Collab-Overcooked: Benchmarking and Evaluating Large Language Models as Collaborative Agents Haochen Sun Shuwen Zhang Lujie Niu Lei Ren Hao Xu Hao Fu Fangkun Zhao Caixia Yuan Xiaojie Wang LLMAG ELM 111 2 0 27 Feb 2025
QLASS: Boosting Language Agent Inference via Q-Guided Stepwise Search Zongyu Lin Yao Tang Xingcheng Yao Da Yin Ziniu Hu Ningyu Zhang Kai-Wei Chang LRM 116 5 0 04 Feb 2025
Beyond Browsing: API-Based Web Agents Yueqi Song Frank F. Xu Shuyan Zhou Graham Neubig 111 22 0 21 Oct 2024
Learning Evolving Tools for Large Language Models Guoxin Chen Zhong Zhang Xin Cong Fangda Guo Yesai Wu Yankai Lin Wenzheng Feng Yasheng Wang KELM 81 2 0 09 Oct 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 92 21 0 01 Aug 2024
Advancing Tool-Augmented Large Language Models: Integrating Insights from Errors in Inference Trees Sijia Chen Yibo Wang Yi-Feng Wu Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang Lijun Zhang LLMAG LRM 92 16 0 11 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 136 21 0 23 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 139 56 0 02 Apr 2024
ReST meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent Renat Aksitov Sobhan Miryoosefi Zong-xiao Li Daliang Li Sheila Babayan ... Sushant Prakash Pranesh Srinivasan Manzil Zaheer Felix X. Yu Sanjiv Kumar LRM ReLM LLMAG KELM 81 49 0 15 Dec 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 95 180 0 19 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 110 934 0 14 Sep 2023
Making Large Language Models Better Reasoners with Alignment Peiyi Wang Lei Li Liang Chen Feifan Song Binghuai Lin Yunbo Cao Tianyu Liu Zhifang Sui ALM LRM 79 70 0 05 Sep 2023
Reinforced Self-Training (ReST) for Language Modeling Çağlar Gülçehre T. Paine S. Srinivasan Ksenia Konyushkova L. Weerts ... Chenjie Gu Wolfgang Macherey Arnaud Doucet Orhan Firat Nando de Freitas OffRL 119 305 0 17 Aug 2023
WebArena: A Realistic Web Environment for Building Autonomous Agents Shuyan Zhou Frank F. Xu Hao Zhu Xuhui Zhou Robert Lo ... Tianyue Ou Yonatan Bisk Daniel Fried Uri Alon Graham Neubig LLMAG 159 463 0 25 Jul 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 385 3,981 0 29 May 2023
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 429 2,876 0 06 Oct 2022
WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents Shunyu Yao Howard Chen John Yang Karthik Narasimhan LLMAG LM&Ro 142 500 0 04 Jul 2022
ScienceWorld: Is your Agent Smarter than a 5th Grader? Ruoyao Wang Peter Alexander Jansen Marc-Alexandre Côté Prithviraj Ammanabrolu LLMAG ReLM LRM 100 123 0 14 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 874 12,973 0 04 Mar 2022
ALFWorld: Aligning Text and Embodied Environments for Interactive Learning Mohit Shridhar Xingdi Yuan Marc-Alexandre Côté Yonatan Bisk Adam Trischler Matthew J. Hausknecht LM&Ro LLMAG 87 433 0 08 Oct 2020
ALFRED: A Benchmark for Interpreting Grounded Instructions for Everyday Tasks Mohit Shridhar Jesse Thomason Daniel Gordon Yonatan Bisk Winson Han Roozbeh Mottaghi Luke Zettlemoyer Dieter Fox LM&Ro 109 770 0 03 Dec 2019
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 499 19,065 0 20 Jul 2017
Reinforcement and Imitation Learning via Interactive No-Regret Learning Stéphane Ross J. Andrew Bagnell OffRL 147 264 0 23 Jun 2014