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Reflexion: Language Agents with Verbal Reinforcement Learning

Neural Information Processing Systems (NeurIPS), 2023

20 March 2023

ArXiv (abs)PDF HTML HuggingFace (5 upvotes)

Papers citing "Reflexion: Language Agents with Verbal Reinforcement Learning"

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Title
Large Language Models Develop Novel Social Biases Through Adaptive Exploration Addison J. Wu Ryan Liu Xuechunzi Bai Thomas Griffiths 140 0 0 24 Dec 2025
In-Context Distillation with Self-Consistency Cascades: A Simple, Training-Free Way to Reduce LLM Agent Costs Vishnu Sarukkai Asanshay Gupta James Hong Michael Gharbi Kayvon Fatahalian 20 0 0 02 Dec 2025
Process-Centric Analysis of Agentic Software Systems Shuyang Liu Yang Chen Rahul Krishna Saurabh Sinha Jatin Ganhotra Reyhan Jabbarvand 16 0 0 02 Dec 2025
InEx: Hallucination Mitigation via Introspection and Cross-Modal Multi-Agent Collaboration Zhongyu Yang Yingfang Yuan Xuanming Jiang Baoyi An Wei Pang LLMAG HILM LRM 60 0 0 02 Dec 2025
When Does Verification Pay Off? A Closer Look at LLMs as Solution Verifiers Jack Lu Ryan Teehan Jinran Jin Mengye Ren LRM 92 0 0 02 Dec 2025
WISE: Weighted Iterative Society-of-Experts for Robust Multimodal Multi-Agent Debate A. Cherian River Doyle Eyal Ben-Dov Suhas Lohit Kuan-Chuan Peng LLMAG MoE 72 0 0 02 Dec 2025
STRIDE: A Systematic Framework for Selecting AI Modalities - Agentic AI, AI Assistants, or LLM Calls Shubhi Asthana Bing Zhang Chad DeLuca Ruchi Mahindru Hima Patel 12 0 0 01 Dec 2025
Orchestration Framework for Financial Agents: From Algorithmic Trading to Agentic Trading Jifeng Li Arnav Grover Abraham Alpuerto Yupeng Cao Xiao-Yang Liu AIFin 104 0 0 01 Dec 2025
Beyond Curve Fitting: Neuro-Symbolic Agents for Context-Aware Epidemic Forecasting Joongwon Chae Runming Wang Chen Xiong Gong Yunhan Lian Zhang Ji Jiansong Dongmei Yu Peiwu Qin 32 0 0 28 Nov 2025
Multi-chain Graph Refinement and Selection for Reliable Reasoning in Large Language Models Yujiao Yang Jing Lian Linhui Li LRM 80 0 0 28 Nov 2025
Adapting Like Humans: A Metacognitive Agent with Test-time Reasoning Yang Li Z. He Y. Huang Zhuhanling Xiao Chao Yu Meng Fang Kun Shao Jun Wang LRM VLM 77 0 0 28 Nov 2025
MCP vs RAG vs NLWeb vs HTML: A Comparison of the Effectiveness and Efficiency of Different Agent Interfaces to the Web (Technical Report) Aaron Steiner Ralph Peeters Christian Bizer LLMAG 93 0 0 28 Nov 2025
SkeletonAgent: An Agentic Interaction Framework for Skeleton-based Action Recognition Hongda Liu Yunfan Liu Changlu Wang Yunlong Wang Zhenan Sun LLMAG 92 0 0 27 Nov 2025
TinyLLM: Evaluation and Optimization of Small Language Models for Agentic Tasks on Edge Devices Mohd Ariful Haque Fahad Rahman Kishor Datta Gupta Khalil Shujaee Roy George LLMAG 98 0 0 27 Nov 2025
Agentic Learner with Grow-and-Refine Multimodal Semantic Memory Weihao Bo Shan Zhang Yanpeng Sun Jingjing Wu Qunyi Xie ... Wei He Xiaofan Li Na Zhao Jingdong Wang Z. Li LRM 186 0 0 26 Nov 2025
BRIDGE: Building Representations In Domain Guided Program Verification Robert Joseph George Carson Eisenach Udaya Ghai Dominique C. Perrault-Joncas A. Anandkumar Dean Phillips Foster ALM LRM 361 0 0 26 Nov 2025
MADRA: Multi-Agent Debate for Risk-Aware Embodied Planning Junjian Wang Lidan Zhao Xi Sheryl Zhang 145 0 0 26 Nov 2025
Improving Language Agents through BREW Shashank Kirtania Param Biyani Priyanshu Gupta Yasharth Bajpai Roshni Iyer Sumit Gulwani Gustavo Soares LLMAG OffRL 230 0 0 25 Nov 2025
CLIMATEAGENT: Multi-Agent Orchestration for Complex Climate Data Science Workflows Hyeonjae Kim Chenyue Li Wen Deng Mengxi Jin Wen Huang Mengqian Lu Binhang Yuan AI4CE 271 0 0 25 Nov 2025
ST-PPO: Stabilized Off-Policy Proximal Policy Optimization for Multi-Turn Agents Training Chenliang Li Adel Elmahdy Alex Boyd Zhongruo Wang Alfredo García Parminder Bhatia Taha A. Kass-Hout Cao Xiao Mingyi Hong OffRL 143 0 0 25 Nov 2025
Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory Tianxin Wei Noveen Sachdeva Benjamin Coleman Zhankui He Yuanchen Bei ... C. Wang Shuo Chen Fernando Pereira Wang-Cheng Kang D. Cheng LLMAG 207 1 0 25 Nov 2025
ReEXplore: Improving MLLMs for Embodied Exploration with Contextualized Retrospective Experience Replay Gengyuan Zhang Mingcong Ding Jingpei Wu Ruotong Liao Volker Tresp LRM 161 0 0 24 Nov 2025
FHE-Agent: Automating CKKS Configuration for Practical Encrypted Inference via an LLM-Guided Agentic Framework Nuo Xu Zhaoting Gong Ran Ran Jinwei Tang Wujie Wen Caiwen Ding 92 0 0 23 Nov 2025
Cross-Disciplinary Knowledge Retrieval and Synthesis: A Compound AI Architecture for Scientific Discovery Svitlana Volkova Peter Bautista Avinash Hiriyanna Gabriel Ganberg Isabel Erickson Zachary Klinefelter Nick Abele Hsien-Te Kao Grant Engberson 88 0 0 23 Nov 2025
LLMs as Firmware Experts: A Runtime-Grown Tree-of-Agents Framework XiangRui Zhang Zeyu Chen Haining Wang Qiang Li 96 0 0 23 Nov 2025
Learning to Debug: LLM-Organized Knowledge Trees for Solving RTL Assertion Failures Yunsheng Bai Haoxing Ren 80 0 0 21 Nov 2025
Cognitive Inception: Agentic Reasoning against Visual Deceptions by Injecting Skepticism Yinjie Zhao Heng Zhao Bihan Wen Joey Tianyi Zhou LRM 68 0 0 21 Nov 2025
PSM: Prompt Sensitivity Minimization via LLM-Guided Black-Box Optimization Huseein Jawad Nicolas Brunel AAML 128 0 0 20 Nov 2025
Hiding in the AI Traffic: Abusing MCP for LLM-Powered Agentic Red Teaming Strahinja Janjusevic Anna Baron Garcia Sohrob Kazerounian 183 0 0 20 Nov 2025
NAMeGEn: Creative Name Generation via A Novel Agent-based Multiple Personalized Goal Enhancement Framework Shanlin Zhou Xinpeng Wang Jianxun Lian Zhenghao Liu L. Lakshmanan Xiaoyuan Yi Yongtao Hao LLMAG 322 0 0 19 Nov 2025
AVATAAR: Agentic Video Answering via Temporal Adaptive Alignment and Reasoning Urjitkumar Patel Fang-Chun Yeh Chinmay Gondhalekar 200 0 0 19 Nov 2025
Beyond Accuracy: A Multi-Dimensional Framework for Evaluating Enterprise Agentic AI Systems Sushant Mehta ELM 136 0 0 18 Nov 2025
AutoTool: Efficient Tool Selection for Large Language Model Agents Jingyi Jia Qinbin Li LLMAG 104 0 0 18 Nov 2025
Extending Test-Time Scaling: A 3D Perspective with Context, Batch, and Turn Chao Yu Qixin Tan Jiaxuan Gao Shi Yu Hong Lu Xinting Yang Zelai Xu Yu Wang Yi Wu Eugene Vinitsky LRM 116 0 0 18 Nov 2025
Agent-R1: Training Powerful LLM Agents with End-to-End Reinforcement Learning Mingyue Cheng Jie Ouyang Shuo Yu Ruiran Yan Yucong Luo Zirui Liu Daoyu Wang Qi Liu Enhong Chen 116 3 0 18 Nov 2025
WebCoach: Self-Evolving Web Agents with Cross-Session Memory Guidance Genglin Liu Shijie Geng Sha Li Hejie Cui Sarah Zhang Xin Liu Tianyi Liu CLL 518 0 0 17 Nov 2025
An Operational Kardashev-Style Scale for Autonomous AI - Towards AGI and Superintelligence Przemyslaw Chojecki ELM 76 3 0 17 Nov 2025
Multi-Agent Deep Research: Training Multi-Agent Systems with M-GRPO Haoyang Hong Jiajun Yin Y. Wang Jingnan Liu Zhe Chen ... M. Yang Chunxiao Guo Junwei Liu Peng Wei Jinjie Gu 95 0 0 17 Nov 2025
From Perception to Reasoning: Deep Thinking Empowers Multimodal Large Language Models Wenxin Zhu Andong Chen Yuchen Song Kehai Chen Conghui Zhu Ziyan Chen Tiejun Zhao LRM 402 0 0 17 Nov 2025
Generative Caching for Structurally Similar Prompts and Responses Sarthak Chakraborty Suman Nath Xuchao Zhang Chetan Bansal Indranil Gupta 130 1 0 14 Nov 2025
Beyond Elicitation: Provision-based Prompt Optimization for Knowledge-Intensive Tasks Yunzhe Xu Zhuosheng Zhang Zhe Liu 137 0 0 13 Nov 2025
AgentPRM: Process Reward Models for LLM Agents via Step-Wise Promise and Progress Zhiheng Xi Chenyang Liao Guanyu Li Y. Yang Wenxiang Chen ... Wei Wu Tao Ji Tao Gui Qi Zhang Xuanjing Huang LRM 100 0 0 11 Nov 2025
Analyzing Political Text at Scale with Online Tensor LDA Sara Kangaslahti Danny Ebanks Jean Kossaifi Anqi Liu R. Alvarez A. Anandkumar 92 0 0 11 Nov 2025
Meta-cognitive Multi-scale Hierarchical Reasoning for Motor Imagery Decoding Si-Hyun Kim Heon Kwak Byoung-Hee Kwon Seong-Whan Lee 152 0 0 11 Nov 2025
Last Layer Logits to Logic: Empowering LLMs with Logic-Consistent Structured Knowledge Reasoning Songze Li Zhiqiang Liu Zhaoyan Gong Xiaoke Guo Zhengke Gui H. Chen Wen Zhang LRM 214 0 0 11 Nov 2025
Procedural Knowledge Improves Agentic LLM Workflows Vincent Hsiao Mark Roberts Leslie Smith AIFin 363 0 0 10 Nov 2025
Recursive Dynamics in Fast-Weights Homeostatic Reentry Networks: Toward Reflective Intelligence B. G. Chae 137 2 0 10 Nov 2025
MathSE: Improving Multimodal Mathematical Reasoning via Self-Evolving Iterative Reflection and Reward-Guided Fine-Tuning Jinhao Chen Zhen Yang Jianxin Shi Tianyu Wo J. Tang ReLM LRM 228 0 0 10 Nov 2025
FLEX: Continuous Agent Evolution via Forward Learning from Experience Zhicheng Cai Xinyuan Guo Yu Pei Jiangtao Feng Jiangjie Chen Ya Zhang Wei-Ying Ma Mingxuan Wang Hao Zhou Hao Zhou CLL LLMAG LRM 250 3 0 09 Nov 2025
Evaluation of retrieval-based QA on QUEST-LOFT Nathan Scales Nathanael Scharli Olivier Bousquet RALM 336 0 0 08 Nov 2025

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Reflexion: Language Agents with Verbal Reinforcement Learning

Papers citing "Reflexion: Language Agents with Verbal Reinforcement Learning"