Tree Search for Language Model Agents

1 July 2024

Jing Yu Koh

Stephen Marcus McAleer

Daniel Fried

Papers citing "Tree Search for Language Model Agents"

21 / 21 papers shown

Title
WebEvolver: Enhancing Web Agent Self-Improvement with Coevolving World Model Tianqing Fang H. M. Zhang Z. Zhang Kaixin Ma W. Yu Haitao Mi Dong Yu LLMAG KELM 104 0 0 23 Apr 2025
Teaching Large Language Models to Reason through Learning and Forgetting Tianwei Ni Allen Nie Sapana Chaudhary Yao Liu Huzefa Rangwala Rasool Fakoor ReLM CLL LRM 43 0 0 15 Apr 2025
Breaking the Data Barrier -- Building GUI Agents Through Task Generalization Junlei Zhang Zichen Ding Chang Ma Zijie Chen Qiushi Sun Zhenzhong Lan Junxian He 39 0 0 14 Apr 2025
An Illusion of Progress? Assessing the Current State of Web Agents Tianci Xue Weijian Qi Tianneng Shi Chan Hee Song Boyu Gou D. Song Huan Sun Yu Su LLMAG ELM 81 4 1 02 Apr 2025
A Survey of WebAgents: Towards Next-Generation AI Agents for Web Automation with Large Foundation Models Liangbo Ning Ziran Liang Zhuohang Jiang Haohao Qu Yujuan Ding ... Xiao Wei Shanru Lin Hui Liu Philip S. Yu Qing Li LLMAG LM&Ro 84 5 0 30 Mar 2025
Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks Lutfi Eren Erdogan Nicholas Lee Sehoon Kim Suhong Moon Hiroki Furuta Gopala Anumanchipalli K. K. Amir Gholami LLMAG LM&Ro AIFin 76 2 0 12 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 Y. Li LM&Ro LM&MA 82 0 0 07 Mar 2025
Explorer: Scaling Exploration-driven Web Trajectory Synthesis for Multimodal Web Agents Vardaan Pahuja Yadong Lu Corby Rosset Boyu Gou Arindam Mitra Spencer Whitehead Yu Su Ahmed Awadallah LLMAG LM&Ro Presented at ResearchTrend Connect \| LLMAG on 14 Mar 2025 145 3 1 20 Feb 2025
The BrowserGym Ecosystem for Web Agent Research Thibault Le Sellier De Chezelles Maxime Gasse Alexandre Lacoste Alexandre Drouin Massimo Caccia ... Siva Reddy Quentin Cappart Graham Neubig Ruslan Salakhutdinov Nicolas Chapados LLMAG 96 9 0 06 Dec 2024
VideoWebArena: Evaluating Long Context Multimodal Agents with Video Understanding Web Tasks Lawrence Jang Yinheng Li Charles Ding Justin Lin Paul Pu Liang Dan Zhao Rogerio Bonatti K. Koishida 31 5 0 24 Oct 2024
Beyond Browsing: API-Based Web Agents Yueqi Song Frank F. Xu Shuyan Zhou Graham Neubig 39 13 0 21 Oct 2024
Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation Hyungjoo Chae Namyoung Kim Kai Tzu-iunn Ong Minju Gwak Gwanwoo Song Jihoon Kim S. Kim Dongha Lee Jinyoung Yeo LLMAG 30 13 0 17 Oct 2024
From Grounding to Planning: Benchmarking Bottlenecks in Web Agents Segev Shlomov Ben wiesel Aviad Sela Ido Levy Liane Galanti Roy Abitbol LLMAG 30 3 0 03 Sep 2024
SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering John Yang Carlos E. Jimenez Alexander Wettig K. Lieret Shunyu Yao Karthik Narasimhan Ofir Press LLMAG 99 188 0 06 May 2024
AutoGuide: Automated Generation and Selection of State-Aware Guidelines for Large Language Model Agents Yao Fu Dong-Ki Kim Jaekyeom Kim Sungryull Sohn Lajanugen Logeswaran Kyunghoon Bae Honglak Lee LLMAG 46 7 0 13 Mar 2024
WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks? Alexandre Drouin Maxime Gasse Massimo Caccia I. Laradji Manuel Del Verme ... Megh Thakkar Quentin Cappart David Vazquez Nicolas Chapados Alexandre Lacoste LLMAG 48 51 0 12 Mar 2024
When is Tree Search Useful for LLM Planning? It Depends on the Discriminator Ziru Chen Michael White Raymond Mooney Ali Payani Yu-Chuan Su Huan Sun LLMAG 75 33 0 16 Feb 2024
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 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 214 2,413 0 06 Oct 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022