Understanding the planning of LLM agents: A survey

5 February 2024

Xu Huang

Defu Lian

Ruiming Tang

Enhong Chen

LLMAG

LM&Ro

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Papers citing "Understanding the planning of LLM agents: A survey"

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Title
The Influence of Human-inspired Agentic Sophistication in LLM-driven Strategic Reasoners Vince Trencsenyi Agnieszka Mensfelt Kostas Stathis LRM 21 0 0 14 May 2025
Trustless Autonomy: Understanding Motivations, Benefits and Governance Dilemma in Self-Sovereign Decentralized AI Agents Botao Amber Hu Yuhan Liu Helena Rong 24 0 0 14 May 2025
Strategy-Augmented Planning for Large Language Models via Opponent Exploitation Shuai Xu Sijia Cui Y. Wang Bo Xu Qi Wang RALM 30 0 0 13 May 2025
Implementing Long Text Style Transfer with LLMs through Dual-Layered Sentence and Paragraph Structure Extraction and Mapping Yusen Wu Xiaotie Deng 19 0 0 11 May 2025
LLM-Augmented Chemical Synthesis and Design Decision Programs Haorui Wang Jeff Guo Lingkai Kong R. Ramprasad Philippe Schwaller Yuanqi Du Chao Zhang 31 0 0 11 May 2025
Characterizing AI Agents for Alignment and Governance Atoosa Kasirzadeh Iason Gabriel 56 1 0 30 Apr 2025
Towards Adaptive Software Agents for Debugging Yacine Majdoub Eya Ben Charrada Haifa Touati LLMAG 85 0 0 25 Apr 2025
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms Chengkai Huang Hongtao Huang Tong Yu Kaige Xie Junda Wu Shuai Zhang Julian McAuley Dietmar Jannach Lina Yao LRM AI4CE 24 0 0 23 Apr 2025
PLANET: A Collection of Benchmarks for Evaluating LLMs' Planning Capabilities Haoming Li Zhaoliang Chen Jonathan Zhang Fei Liu LLMAG 35 0 0 21 Apr 2025
InfiGUI-R1: Advancing Multimodal GUI Agents from Reactive Actors to Deliberative Reasoners Yuhang Liu Pengxiang Li C. Xie Xavier Hu Xiaotian Han Shengyu Zhang Hongxia Yang Fei Wu LLMAG LM&Ro LRM AI4CE 72 1 0 19 Apr 2025
Evaluating the Goal-Directedness of Large Language Models Tom Everitt Cristina Garbacea Alexis Bellot Jonathan G. Richens Henry Papadatos Simeon Campos Rohin Shah ELM LM&MA LM&Ro LRM 72 0 0 16 Apr 2025
A Survey of Personalization: From RAG to Agent Xiaopeng Li Pengyue Jia Derong Xu Yi Wen Yingyi Zhang ... X. Li Y. Liu Huifeng Guo Ruiming Tang Xiangyu Zhao 3DV AI4TS AI4CE 44 0 0 14 Apr 2025
Toward Super Agent System with Hybrid AI Routers Yuhang Yao Haixin Wang Yibo Chen Jiawen Wang Min Chang Jordan Ren Bosheng Ding Salman Avestimehr Chaoyang He LLMAG LM&Ro 40 1 0 11 Apr 2025
Plan-and-Refine: Diverse and Comprehensive Retrieval-Augmented Generation Alireza Salemi Chris Samarinas Hamed Zamani 33 0 0 10 Apr 2025
How Social is It? A Benchmark for LLMs' Capabilities in Multi-user Multi-turn Social Agent Tasks Yusen Wu Junwu Xiong Xiaotie Deng LLMAG 38 0 0 04 Apr 2025
Stochastic Optimization with Optimal Importance Sampling Liviu Aolaritei Bart P. G. Van Parys H. Lam Michael I. Jordan 44 0 0 04 Apr 2025
Measurement of LLM's Philosophies of Human Nature Minheng Ni Ennan Wu Zidong Gong Z. Yang Linjie Li Chung-Ching Lin Kevin Qinghong Lin Lijuan Wang Wangmeng Zuo 34 0 0 03 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 91 6 0 30 Mar 2025
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond Xiaoye Qu Yafu Li Zhaochen Su Weigao Sun Jianhao Yan ... Chaochao Lu Yue Zhang Xian-Sheng Hua Bowen Zhou Yu Cheng ReLM OffRL LRM 85 14 0 27 Mar 2025
StableToolBench-MirrorAPI: Modeling Tool Environments as Mirrors of 7,000+ Real-World APIs Zhicheng Guo Sijie Cheng Yuchen Niu Hao Wang Sicheng Zhou Wenbing Huang Yang Liu CLL OffRL 83 0 0 26 Mar 2025
LLMs as Planning Modelers: A Survey for Leveraging Large Language Models to Construct Automated Planning Models Marcus Tantakoun Xiaodan Zhu Christian Muise 36 2 0 22 Mar 2025
Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models Chengkai Huang Junda Wu Yu Xia Zixu Yu Ruhan Wang ... Ryan Rossi B. Kveton Dongruo Zhou Julian McAuley Lina Yao 36 1 0 20 Mar 2025
A Survey on the Optimization of Large Language Model-based Agents Shangheng Du Jiabao Zhao Jinxin Shi Zhentao Xie Xin Jiang Yanhong Bai Liang He LLMAG LM&Ro LM&MA 209 1 0 16 Mar 2025
VeriLA: A Human-Centered Evaluation Framework for Interpretable Verification of LLM Agent Failures Yoo Yeon Sung H. Kim Dan Zhang 58 1 0 16 Mar 2025
LLM Agents for Education: Advances and Applications Zhendong Chu Shen Wang Jian Xie Tinghui Zhu Yibo Yan ... Aoxiao Zhong Xuming Hu Jing Liang Philip S. Yu Qingsong Wen LLMAG ELM 116 2 0 14 Mar 2025
Multi Agent based Medical Assistant for Edge Devices Sakharam Gawade Shivam Akhouri Chinmay Kulkarni Jagdish Samant Pragya Sahu Aastik Jai Pahal Saswat Meher 32 0 0 07 Mar 2025
MPO: Boosting LLM Agents with Meta Plan Optimization Weimin Xiong Yifan Song Qingxiu Dong Bingchan Zhao Feifan Song Xun Wang Sujian Li LLMAG 81 0 0 04 Mar 2025
MiLiC-Eval: Benchmarking Multilingual LLMs for China's Minority Languages Chen Zhang Mingxu Tao Zhiyuan Liao Yansong Feng 41 0 0 03 Mar 2025
An Extensive Evaluation of PDDL Capabilities in off-the-shelf LLMs Kaustubh Vyas D. Graux Sébastien Montella P. Vougiouklis Ruofei Lai Keshuang Li Yang Ren Jeff Z. Pan LLMAG ELM 65 1 0 27 Feb 2025
REALM-Bench: A Real-World Planning Benchmark for LLMs and Multi-Agent Systems Longling Geng Edward Y. Chang LLMAG 79 1 0 26 Feb 2025
VeriPlan: Integrating Formal Verification and LLMs into End-User Planning Christine P. Lee David J. Porfirio Xinyu Jessica Wang Kevin Zhao Bilge Mutlu 82 1 0 25 Feb 2025
Debt Collection Negotiations with Large Language Models: An Evaluation System and Optimizing Decision Making with Multi-Agent Xiaofeng Wang Z. Zhang Jinguang Zheng Yiming Ai Rui Wang 45 1 0 25 Feb 2025
KnowPath: Knowledge-enhanced Reasoning via LLM-generated Inference Paths over Knowledge Graphs Qi Zhao Hongyu Yang Qi Song Xinwei Yao Xiangyang Li 43 0 0 17 Feb 2025
PlanGenLLMs: A Modern Survey of LLM Planning Capabilities Hui Wei Zihao Zhang Shenghua He Tian Xia Shijia Pan Fei Liu 53 4 0 16 Feb 2025
Rule-ATT&CK Mapper (RAM): Mapping SIEM Rules to TTPs Using LLMs Prasanna N. Wudali Moshe Kravchik Ehud Malul Parth A. Gandhi Yuval Elovici A. Shabtai 44 0 0 04 Feb 2025
Conversation Games and a Strategic View of the Turing Test Kaveh Aryan LRM 70 0 0 30 Jan 2025
From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap Gopi Krishnan Rajbahadur G. Oliva Dayi Lin Ahmed E. Hassan 46 1 0 28 Jan 2025
A Roadmap to Guide the Integration of LLMs in Hierarchical Planning Israel Puerta-Merino Carlos Núnez-Molina Pablo Mesejo Juan Fernández-Olivares 57 2 0 14 Jan 2025
ChemAgent: Self-updating Library in Large Language Models Improves Chemical Reasoning Xiangru Tang Tianyu Hu Muyang Ye Yanjun Shao Xunjian Yin ... Pan Lu Zhuosheng Zhang Yilun Zhao Arman Cohan Mark B. Gerstein LLMAG LRM AI4CE 66 6 0 11 Jan 2025
Multi-Agent Collaboration Mechanisms: A Survey of LLMs Khanh-Tung Tran Dung Dao Minh-Duong Nguyen Quoc-Viet Pham Barry O’Sullivan Hoang D. Nguyen LLMAG 95 27 0 10 Jan 2025
InfiGUIAgent: A Multimodal Generalist GUI Agent with Native Reasoning and Reflection Y. Liu Pengxiang Li Zishu Wei C. Xie Xueyu Hu Xinchen Xu Shengyu Zhang Xiaotian Han Hongxia Yang Fei Wu LLMAG LRM 53 11 0 08 Jan 2025
LLM-Virus: Evolutionary Jailbreak Attack on Large Language Models Miao Yu Junfeng Fang Yingjie Zhou Xing Fan Kun Wang Shirui Pan Qingsong Wen AAML 61 0 0 03 Jan 2025
Beyond Partisan Leaning: A Comparative Analysis of Political Bias in Large Language Models Kaiqi Yang Hang Li Yucheng Chu Hang Li Tai-Quan Peng Yuping Lin Hui Liu 80 1 0 21 Dec 2024
ROMAS: A Role-Based Multi-Agent System for Database monitoring and Planning Yi Huang Fangyin Cheng Fan Zhou Jiahui Li Jian Gong Hongjun Yang Zhidong Fan Caigao Jiang Siqiao Xue Faqiang Chen LLMAG 73 1 0 18 Dec 2024
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 103 9 0 06 Dec 2024
Positive Experience Reflection for Agents in Interactive Text Environments Philip Lippmann Matthijs Spaan Jie-jin Yang LLMAG 33 0 0 04 Nov 2024
Project Sid: Many-agent simulations toward AI civilization Altera. AL Andrew Ahn Nic Becker Stephanie Carroll Nico Christie ... Shuying Luo Peter Y Wang Mathew Willows Feitong Yang Guangyu Robert Yang LLMAG LM&Ro AI4CE 61 12 0 31 Oct 2024
MARCO: Multi-Agent Real-time Chat Orchestration Anubhav Shrimal Stanley Kanagaraj Kriti Biswas Swarnalatha Raghuraman Anish Nediyanchath Yi Zhang Promod Yenigalla LLMAG 28 1 0 29 Oct 2024
FISHNET: Financial Intelligence from Sub-querying, Harmonizing, Neural-Conditioning, Expert Swarms, and Task Planning Nicole Cho Nishan Srishankar Lucas Cecchi William Watson AIFin 32 1 0 25 Oct 2024
CoPS: Empowering LLM Agents with Provable Cross-Task Experience Sharing Chen Yang Chenyang Zhao Q. Gu Dongruo Zhou LRM 38 0 0 22 Oct 2024