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

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

4 March 2024

Sujian Li

Bill Yuchen Lin

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

17 / 17 papers shown

Title
VLM Q-Learning: Aligning Vision-Language Models for Interactive Decision-Making Jake Grigsby Yuke Zhu Michael S Ryoo Juan Carlos Niebles OffRL VLM 41 0 0 06 May 2025
Iterative Tool Usage Exploration for Multimodal Agents via Step-wise Preference Tuning Pengxiang Li Zhi Gao Bofei Zhang Yapeng Mi Xiaojian Ma ... Tao Yuan Yuwei Wu Yunde Jia Song-Chun Zhu Qing Li LLMAG 75 0 0 30 Apr 2025
TALES: Text Adventure Learning Environment Suite Christopher Zhang Cui Xingdi Yuan Ziang Xiao Prithviraj Ammanabrolu Marc-Alexandre Côté LLMAG LRM 54 1 0 19 Apr 2025
Exploring Expert Failures Improves LLM Agent Tuning Li-Cheng Lan Andrew Bai Minhao Cheng Ruochen Wang Cho-Jui Hsieh LRM 231 0 0 17 Apr 2025
Beyond Browsing: API-Based Web Agents Yueqi Song Frank F. Xu Shuyan Zhou Graham Neubig 61 16 0 21 Oct 2024
AgentBank: Towards Generalized LLM Agents via Fine-Tuning on 50000+ Interaction Trajectories Yifan Song Weimin Xiong Xiutian Zhao Dawei Zhu Wenhao Wu Ke Wang Cheng Li Wei Peng Sujian Li LLMAG 36 10 0 10 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 54 1 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 72 16 0 01 Aug 2024
Watch Every Step! LLM Agent Learning via Iterative Step-Level Process Refinement Weimin Xiong Yifan Song Xiutian Zhao Wenhao Wu Xun Wang Ke Wang Cheng Li Wei Peng Sujian Li 49 26 0 17 Jun 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 50 11 0 11 Jun 2024
Agent Planning with World Knowledge Model Shuofei Qiao Runnan Fang Ningyu Zhang Yuqi Zhu Xiang Chen Shumin Deng Yong-jia Jiang Pengjun Xie Fei Huang Huajun Chen LLMAG LM&Ro 97 15 0 23 May 2024
A Survey on Self-Evolution of Large Language Models Zhengwei Tao Ting-En Lin Xiancai Chen Hangyu Li Yuchuan Wu Yongbin Li Zhi Jin Fei Huang Dacheng Tao Jingren Zhou LRM LM&Ro 59 23 0 22 Apr 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 71 52 0 02 Apr 2024
FireAct: Toward Language Agent Fine-tuning Baian Chen Chang Shu Ehsan Shareghi Nigel Collier Karthik Narasimhan Shunyu Yao ALM LLMAG 107 98 0 09 Oct 2023
MINT: Evaluating LLMs in Multi-turn Interaction with Tools and Language Feedback Xingyao Wang Zihan Wang Jiateng Liu Yangyi Chen Lifan Yuan Hao Peng Heng Ji LRM 133 142 0 19 Sep 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 275 2,549 0 06 Oct 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 372 12,081 0 04 Mar 2022