Title
Uncertainty in Action: Confidence Elicitation in Embodied Agents Tianjiao Yu Vedant Shah Muntasir Wahed Kiet A. Nguyen Adheesh Sunil Juvekar Tal August Ismini Lourentzou 40 0 0 13 Mar 2025
Flow-of-Options: Diversified and Improved LLM Reasoning by Thinking Through Options Lakshmi Nair Ian Trase Mark Kim AIFin LRM AI4CE 39 1 0 18 Feb 2025
A Tutorial on LLM Reasoning: Relevant Methods behind ChatGPT o1 Jun Wang LRM KELM 44 1 0 15 Feb 2025
Cognitive Kernel: An Open-source Agent System towards Generalist Autopilots H. Zhang Xiaoman Pan Hongwei Wang Kaixin Ma W. Yu Dong Yu LLMAG 54 3 0 03 Jan 2025
DynaSaur: Large Language Agents Beyond Predefined Actions Dang Nguyen Viet Dac Lai Seunghyun Yoon Ryan Rossi Handong Zhao ... Nedim Lipka Yu-Chiang Frank Wang Trung H. Bui Franck Dernoncourt Tianyi Zhou LM&Ro ELM LLMAG 41 6 0 04 Nov 2024
Agentic Information Retrieval Weinan Zhang Junwei Liao Ning Li Kounianhua Du Jianghao Lin AIFin 41 2 0 13 Oct 2024
Enhancing Decision-Making for LLM Agents via Step-Level Q-Value Models Yuanzhao Zhai Tingkai Yang Kele Xu Feng Dawei Cheng Yang Bo Ding Huaimin Wang 58 9 0 14 Sep 2024
AgentGym: Evolving Large Language Model-based Agents across Diverse Environments Zhiheng Xi Yiwen Ding Wenxiang Chen Boyang Hong Honglin Guo ... Qi Zhang Xipeng Qiu Xuanjing Huang Zuxuan Wu Yu-Gang Jiang LLMAG LM&Ro 38 29 0 06 Jun 2024
Reinforcing Language Agents via Policy Optimization with Action Decomposition Muning Wen Ziyu Wan Weinan Zhang Jun Wang Ying Wen 33 7 0 23 May 2024
CMAT: A Multi-Agent Collaboration Tuning Framework for Enhancing Small Language Models Xuechen Liang Meiling Tao Yinghui Xia Yiting Xie Jun Wang JingSong Yang LLMAG 21 12 0 02 Apr 2024
A Multimodal Foundation Agent for Financial Trading: Tool-Augmented, Diversified, and Generalist Wentao Zhang Lingxuan Zhao Haochong Xia Shuo Sun Jiaze Sun ... Yilei Zhao Xinyu Cai Longtao Zheng Xinrun Wang Bo An AIFin 31 33 0 28 Feb 2024
DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning Siyuan Guo Cheng Deng Ying Wen Hechang Chen Yi-Ju Chang Jun Wang ELM LM&Ro LLMAG AI4CE 37 27 0 27 Feb 2024
Natural Language Reinforcement Learning Xidong Feng Ziyu Wan Mengyue Yang Ziyan Wang Girish A. Koushiks Yali Du Ying Wen Jun Wang OffRL 35 3 0 11 Feb 2024
A call for embodied AI Giuseppe Paolo Jonas Gonzalez-Billandon Balázs Kégl LM&Ro 19 9 0 06 Feb 2024
GPT-4 Doesn't Know It's Wrong: An Analysis of Iterative Prompting for Reasoning Problems Kaya Stechly Matthew Marquez Subbarao Kambhampati LRM 155 84 0 19 Oct 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 233 2,470 0 06 Oct 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 4,048 0 24 May 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 3,217 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 8,402 0 28 Jan 2022