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Reflexion: Language Agents with Verbal Reinforcement Learning

Neural Information Processing Systems (NeurIPS), 2023

20 March 2023

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

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Title
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 244 0 0 10 Nov 2025
Recursive Dynamics in Fast-Weights Homeostatic Reentry Networks: Toward Reflective Intelligence B. G. Chae 141 2 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 258 3 0 09 Nov 2025
Self-Abstraction from Grounded Experience for Plan-Guided Policy Refinement Hiroaki Hayashi Bo Pang Wenting Zhao Ye Liu Akash Gokul Srijan Bansal Caiming Xiong Semih Yavuz Yingbo Zhou LLMAG LM&Ro LRM 292 0 0 08 Nov 2025
Evaluation of retrieval-based QA on QUEST-LOFT Nathan Scales Nathanael Scharli Olivier Bousquet RALM 344 0 0 08 Nov 2025
Long Grounded Thoughts: Distilling Compositional Visual Reasoning Chains at ScaleAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 David Acuna Chao-Han Huck Yang Yuntian Deng Jaehun Jung Ximing Lu Prithviraj Ammanabrolu Hyunwoo J. Kim Yuan-Hong Liao Yejin Choi ReLM OffRL LRM 327 1 0 07 Nov 2025
KLASS: KL-Guided Fast Inference in Masked Diffusion Models S. Kim S. Hong Hojung Jung Youngrok Park Se-Young Yun DiffM VLM 116 0 0 07 Nov 2025
Collaborative Agents for Automated Program Repair in Ruby Nikta Akbarpour Mahdieh Sadat Benis Fatemeh H. Fard Ali Ouni Mohamed Aymen Saied KELM 273 0 0 06 Nov 2025
RefAgent: A Multi-agent LLM-based Framework for Automatic Software Refactoring Khouloud Oueslati Maxime Lamothe Foutse Khomh LLMAG 144 0 0 05 Nov 2025
Secure Code Generation at Scale with Reflexion Arup Datta Ahmed Aljohani Hyunsook Do ELM 116 0 0 05 Nov 2025
Leveraging LLM-based agents for social science research: insights from citation network simulations Jiarui Ji Runlin Lei X. Pan Zhewei Wei Hao Sun ... X. Chen Yongzheng Yang Yaliang Li Bolin Ding Ji-Rong Wen LLMAG 266 0 0 05 Nov 2025
Context-Guided Decompilation: A Step Towards Re-executability Xiaohan Wang Yuxin Hu Kevin Leach 91 0 0 03 Nov 2025
Continual Learning, Not Training: Online Adaptation For Agents Aman Jaglan Jarrod Barnes CLL 168 0 0 02 Nov 2025
DRIP: Defending Prompt Injection via Token-wise Representation Editing and Residual Instruction Fusion Ruofan Liu Yun Lin Zhiyong Huang Jin Song Dong AAML SILM 342 0 0 01 Nov 2025
A CPU-Centric Perspective on Agentic AI Ritik Raj Hong Wang Tushar Krishna 217 0 0 01 Nov 2025
CATArena: Evaluation of LLM Agents through Iterative Tournament Competitions Lingyue Fu Xin Ding Yaoming Zhu Shao Zhang Lin Qiu ... W. Zhang Xuezhi Cao Xunliang Cai Jiaxin Ding Yong Yu LLMAG ELM 203 0 0 30 Oct 2025
FELA: A Multi-Agent Evolutionary System for Feature Engineering of Industrial Event Log Data Kun ouyang Haoyu Wang Dong Fang LLMAG AI4CE 174 0 0 29 Oct 2025
Iterative Critique-Refine Framework for Enhancing LLM Personalization Durga Prasad Maram Dhruvin Gandhi Z. Yao Gayathri Akkinapalli Franck Dernoncourt Yu Wang Ryan Rossi Nesreen K. Ahmed 124 0 0 28 Oct 2025
Evidence-Bound Autonomous Research (EviBound): A Governance Framework for Eliminating False Claims Ruiying Chen 72 0 0 28 Oct 2025
Critique-RL: Training Language Models for Critiquing through Two-Stage Reinforcement Learning Zhiheng Xi Jixuan Huang Xin Guo Boyang Hong Dingwen Yang ... Jiecao Chen Rui Zheng Tao Gui Qi Zhang Xuanjing Huang OffRL LRM 166 0 0 28 Oct 2025
Compositional Image Synthesis with Inference-Time Scaling Minsuk Ji Sanghyeok Lee Namhyuk Ahn DiffM MLLM EGVM VLM 246 0 0 28 Oct 2025
AgentFrontier: Expanding the Capability Frontier of LLM Agents with ZPD-Guided Data Synthesis Xuanzhong Chen Zile Qiao Guoxin Chen L. Su Zhen Zhang Xinyu Wang Pengjun Xie Fei Huang Jingren Zhou Yong Jiang LLMAG ELM 141 2 0 28 Oct 2025
From Observability Data to Diagnosis: An Evolving Multi-agent System for Incident Management in Cloud Systems Yu Luo Jiamin Jiang J. Feng Lei Tao Qingliang Zhang Xidao Wen Yongqian Sun Shenglin Zhang Jielong Huang 157 0 0 28 Oct 2025
Language Server CLI Empowers Language Agents with Process Rewards Yifan Zhang Lanser Contributors 44 0 0 27 Oct 2025
COOPERA: Continual Open-Ended Human-Robot Assistance Chenyang Ma Kai Lu Ruta Desai Xavier Puig Andrew Markham Niki Trigoni 128 1 0 27 Oct 2025
SwiftSolve: A Self-Iterative, Complexity-Aware Multi-Agent Framework for Competitive Programming Adhyayan Veer Singh Aaron Shen Brian Law Ahmed Ismail Jonas Rohweder Sean O'Brien Kevin Zhu LRM 81 0 0 26 Oct 2025
Agentic Meta-Orchestrator for Multi-task Copilots Xiaofeng Zhu Yunshen Zhou LLMAG 257 0 0 26 Oct 2025
Embracing Trustworthy Brain-Agent Collaboration as Paradigm Extension for Intelligent Assistive Technologies Yankai Chen Xinni Zhang Yifei Zhang Yangning Li Henry Peng Zou Chunyu Miao Weizhi Zhang Xue Liu Philip S. Yu 129 1 0 25 Oct 2025
Co-Sight: Enhancing LLM-Based Agents via Conflict-Aware Meta-Verification and Trustworthy Reasoning with Structured Facts Hongwei Zhang Ji Lu Shiqing Jiang Chenxiang Zhu Li Xie ... Baoyu Tang Lingjun Huang Baoli Wang Fang Tan Peng Zou LRM 170 1 0 24 Oct 2025
Automated Detection of Visual Attribute Reliance with a Self-Reflective Agent Christy Li Josep Lopez Camunas Jake Thomas Touchet Jacob Andreas Àgata Lapedriza Antonio Torralba Tamar Rott Shaham 183 0 0 24 Oct 2025
LLM-AR: LLM-powered Automated Reasoning Framework Rick Chen Joseph Ternasky Aaron Ontoyin Yin Xianling Mu Fuat Alican Yigit Ihlamur LRM 52 0 0 24 Oct 2025
RETuning: Upgrading Inference-Time Scaling for Stock Movement Prediction with Large Language Models Xueyuan Lin Cehao Yang Ye Ma Ming Li Rongjunchen Zhang Yang Ni Xiaojun Wu Chengjin Xu Jian Guo Hui Xiong AIFin LRM 170 0 0 24 Oct 2025
Boosting Accuracy and Efficiency of Budget Forcing in LLMs via Reinforcement Learning for Mathematical Reasoning Ravindra Aribowo Tarunokusumo Rafael Fernandes Cunha OffRL ReLM LRM 128 0 0 24 Oct 2025
Integrating Machine Learning into Belief-Desire-Intention Agents: Current Advances and Open Challenges Andrea Agiollo Andrea Omicini LM&Ro AI4CE 148 0 0 23 Oct 2025
Automated Cloud Infrastructure-as-Code Reconciliation with AI Agents Zhenning Yang Hui Guan Victor Nicolet Brandon Paulsen Joey Dodds Daniel Kroening Ang Chen 96 0 0 23 Oct 2025
Code-enabled language models can outperform reasoning models on diverse tasks Cedegao E. Zhang Cédric Colas Gabriel Poesia Joshua B. Tenenbaum Jacob Andreas ReLM ALM LRM AI4CE 164 0 0 23 Oct 2025
NeSyPr: Neurosymbolic Proceduralization For Efficient Embodied Reasoning Wonje Choi Jooyoung Kim Honguk Woo LRM 124 0 0 22 Oct 2025
See, Think, Act: Online Shopper Behavior Simulation with VLM Agents Yimeng Zhang Jiri Gesi Ran Xue Tian Wang Ziyi Wang ... Qingjun Cui Yufan Guo Jing Huang Mubarak Shah Dakuo Wang OffRL 156 0 0 22 Oct 2025
Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Gil Pasternak Dheeraj Rajagopal Julia White Dhruv Atreja Matthew Thomas George Hurn-Maloney Ash Lewis LLMAG 171 0 0 22 Oct 2025
Teaming LLMs to Detect and Mitigate Hallucinations Demian Till John Smeaton Peter Haubrick Gouse Saheb Florian Graef David Berman HILM 314 0 0 22 Oct 2025
StarBench: A Turn-Based RPG Benchmark for Agentic Multimodal Decision-Making and Information Seeking Haoran Zhang C. Zhu Sicong Guo Hanzhe Guo Haiming Li Donglin Yu 122 0 0 21 Oct 2025
PlanU: Large Language Model Reasoning through Planning under Uncertainty Ziwei Deng Mian Deng Chenjing Liang Zeming Gao Chennan Ma Chenxing Lin Haipeng Zhang Songzhu Mei Cheng-Yu Wang Siqi Shen 141 0 0 21 Oct 2025
Illusions of reflection: open-ended task reveals systematic failures in Large Language Models' reflective reasoning Sion Weatherhead Flora D. Salim Aaron Belbasis ReLM LRM ELM 186 0 0 21 Oct 2025
AlphaOPT: Formulating Optimization Programs with Self-Improving LLM Experience Library Minwei Kong Ao Qu Xiaotong Guo Wenbin Ouyang Chonghe Jiang ... Hai Wang Cathy Wu Jinhua Zhao Cathy Wu Jinhua Zhao 96 0 0 21 Oct 2025
Certified Self-Consistency: Statistical Guarantees and Test-Time Training for Reliable Reasoning in LLMs Paula Cordero-Encinar Andrew Duncan LRM 193 1 0 20 Oct 2025
OPTAGENT: Optimizing Multi-Agent LLM Interactions Through Verbal Reinforcement Learning for Enhanced Reasoning Zhenyu Bi Meng Lu Yang Li Swastik Roy Weijie Guan Morteza Ziyadi Xuan Wang LLMAG LRM 130 1 0 20 Oct 2025
Enterprise Deep Research: Steerable Multi-Agent Deep Research for Enterprise Analytics Akshara Prabhakar Roshan Ram Zixiang Chen Silvio Savarese Frank Wang Caiming Xiong Huan Wang Weiran Yao 154 0 0 20 Oct 2025
Reasoning Distillation and Structural Alignment for Improved Code Generation Amir Jalilifard Anderson de Rezende Rocha Marcos Medeiros Raimundo OffRL LRM 108 0 0 20 Oct 2025
DynaQuery: A Self-Adapting Framework for Querying Structured and Multimodal Data Aymane Hassini 80 0 0 20 Oct 2025
Empowering Real-World: A Survey on the Technology, Practice, and Evaluation of LLM-driven Industry Agents Yihong Tang Kehai Chen Liang Yue Jinxin Fan Caishen Zhou ... Kaiyang Guo Xingshan Zeng Wenjing Cun L. Shang Min Zhang LLMAG 142 0 0 20 Oct 2025