Iterative Self-Correction

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2 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. Can Terminal Agents Trust Their Own Verification? Diagnosing and Improving Self-Verification

    Sep 30, 2026Yingfeng Luo, Shaowei Wei, Daixin Wang +7Self-VerificationIterative Self-Correction

    Northeastern University · Inclusion AI, Ant Group · University of Maryland, College Park

  2. Let It Go or Learn to Self-Correct: Continuous Diffusion for Constrained Discrete Tasks

    Sep 8, 2026Mariia Drozdova, Stéphane Liem Nguyen, François FleuretDenoising Diffusion Probabilistic ModelDiffusion Models

    University of Geneva

  3. Reinforcing Step-level Reasoning for Effective Self-Correction in LLMs

    Aug 12, 2026Vu Duc Anh, Nhat M. Hoang, Do Xuan Long +3Iterative Self-CorrectionLLM Reasoning Strategies

    Nanyang Technological University, Singapore · National University of Singapore · Institute for Infocomm Research (I2R), A*STAR +1

  4. ExeCRE: Execution-Consistency Guided Reliability Estimation for Self-Correcting Code Generation

    Aug 5, 2026Yiru Dong, Richong Zhang, Fanshuang Kong +1Code GenerationIterative Self-Correction

    Beihang University Beijing, China

  5. The Calibration Floor: Format Repair Can Masquerade as Self-Correction at Small-to-Mid Scale

    Aug 5, 2026Mingguang Chen, Bo Qu, Licheng WangIterative Self-Correction

    DeepGrounding · AlphaAvatar

  6. How Much Does a Reasoning Summary Reveal? An Observability Ladder for Large Language Models

    Aug 3, 2026Andres Algaba, Francesca Carlon, Lynn Delcon +3LLM Reasoning StrategiesReasoning Traces

    1Data Analytics Lab, Vrije Universiteit Brussel, Pleinlaan 5, 1050 Brussel, Belgium · 2imec-SMIT, Vrije Universiteit Brussel, Pleinlaan 9, 1050 Brussel, Belgium · School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, USA

  7. LA-RL: Label-Aware Self-Reflection for Reinforcement Learning in Information Extraction

    Jul 26, 2026Xiao You, Tianwei Yan, Zixu Shan +2Information ExtractionRelation Extraction

    Hefei University of Technology, Hefei, China · Chongqing Jiaotong University, Chongqing, China

  8. Searching Videos as Trees: Self-Correcting Agents for Grounded Long Video QA

    Jul 17, 2026Ce Zhang, Ziyang Wang, Yulu Pan +6Long Video Question AnsweringLong Videos

    University of North Carolina at Chapel Hill · Sony

  9. Experience Memory Graph: One-Shot Error Correction for Agents

    Jul 15, 2026Wenjun Wang, Yuchen Fang, Fengrui Liu +2Graph-Structured MemoriesIterative Self-Correction

    University of Electronic Science and Technology of China

  10. RecRec: Recursive Refinement for Sequential Recommendation

    Jul 12, 2026Pervez Shaik, Prosenjit Biswas, Abhinav Thorat +2Multimodal Recommendation ModelSequential Recommendation

    Sony Research India India

  11. Spectral Origins of the Self-Correction Blind Spot in Autoregressive Generation

    Jul 9, 2026Ingrid Petrova, Luan VejsiuIterative Self-CorrectionAutoregressive Generation

    European University of Tirana

  12. Rethinking On-Policy Self-Distillation for Thinking Models

    Jul 6, 2026Simran Kaur, Narutatsu Ri, Yinghui He +2Unsupervised On-Policy Self-DistillationLarge Reasoning Models

    Princeton Language and Intelligence, Princeton University

  13. Anchored Self-Play for Code Repair

    Jul 3, 2026Caroline Choi, Zeyneb Kaya, Shirley Wu +3Automated Program RepairRepair

    Department of Computer Science, Stanford University, Stanford, CA, USA.

  14. ESC: Emotional Self-Correction for Reliable Vision-Language Models

    Jul 1, 2026Tien-Huy Nguyen, Minh-Nhat Nguyen, Nguyen Nhat Huy +9Iterative Self-CorrectionMultimodal Reasoning Benchmarks

    GenAI4E Lab · University of Information Technology, Ho Chi Minh City, Vietnam · Vietnam National University, Ho Chi Minh City, Vietnam +10

  15. Know When to Stop: Segment-Level Credit Assignment for Reducing Overthinking

    Jul 1, 2026Chia-Hsuan Lee, Sihui Dai, Mingyang Zhou +4Reasoning TracesIterative Self-Correction

    Capital One

  16. One Reflection Is Not Enough: Self-Correcting Autonomous Research via Multi-Hypothesis Failure Attribution

    Jun 30, 2026Jie Ma, Binfei Chu, Jie Gao +6Iterative Self-CorrectionLatent Failure Patterns

    Xiamen University · Hello Inc. · Xiaohongshu Inc.

  17. Reflect-R1: Evidence-Driven Reflection for Self-Correction in Long Video Understanding

    Jun 26, 2026Shuimu Chen, Yuteng Chen, Yuanshen Guan +7Video UnderstandingIterative Self-Correction

    Tsinghua University · Nanyang Technological University · University of Science and Technology of China +4

  18. When Does Intrinsic Self-Correction Help? A Task-Sensitive Analysis

    Jun 22, 2026Elroy Stav, Dvir Berlowitz, Maayan Orner +1Iterative Self-CorrectionAssistant

    Department of Computer Science and Artificial Intelligence, Bar-Ilan University · Independent Researcher

  19. Denoising Iterative Self-Correction: Structured Verification Loops for Reliable LLM Reasoning

    Jun 19, 2026Shen Yin, David Ken, Joel StremmelIterative Self-CorrectionReasoning Errors

    Thomson Reuters Labs

  20. Correct Yourself, Keep My Trust: How Self-Correction and Social Connection Shape Credibility in Social Chatbots

    Jun 17, 2026Biswadeep Sen, Yi-Chieh LeeCredibilityIterative Self-Correction

    School of Computing National University of Singapore Singapore, Singapore

  21. Learning from Your Own Mistakes: Constructing Learnable Micro-Reflective Trajectories for Self-Distillation

    Jun 17, 2026Zhilin Huang, Hang Gao, Ziqiang Dong +6Iterative Self-CorrectionReasoning Errors

    Qwen Business Unit of Alibaba · Tsinghua University · Peking University

  22. Self-Generated Error Training for Token Editing in Diffusion Language Models

    Jun 15, 2026Lin YaoDiffusion Language ModelsIterative Self-Correction

    School of Computer Science, Shanghai Jiao Tong University, Shanghai, 200240, China · Zhongguancun Academy, Beijing, 100097, China

  23. Detect, Remask, Repair: Diffusion Editing for Faithful Summarization of Evolving Contexts

    Jun 11, 2026Hao Zou, Zachary Horvitz, Chandhru Karthick +2SummarizationPreservation

    Columbia University New York, NY, USA

  24. The Self-Correction Illusion: LLMs Correct Others but Not Themselves

    Jun 4, 2026Kuan-Yen Chen, Fang-Yi Su, Jung-Hsien ChiangIterative Self-CorrectionLarge Language Models Fail

    National Cheng Kung University

  25. Self-Reflective APIs: Structure Beats Verbosity for AI Agent Recovery

    Jun 3, 2026Arquimedes Canedo, Grama ChethanRetryingFeedback

    Siemens Digital Industries Software, USA

  26. The Shape of Overthinking: Backtracking Bursts in Long Reasoning Traces

    May 27, 2026Navid Rezazadeh, Arash Gholami DavoodiReasoning TracesIterative Self-Correction

    University of California, Irvine · Carnegie Mellon University

  27. Detection Without Correction: A Two-Parameter Decomposition of Multi-Stage LLM Pipelines

    May 26, 2026Prashanti Nilayam, Kiran Ramanna, Prashil TumbadeIterative Self-CorrectionMulti-Agent Debate

    Servicenow CA, USA

  28. HTMLCure: Turning Browser Experience into State Guided Repair for Interactive HTML

    May 26, 2026Jiajun Wu, Jian Yang, Tuney Zheng +4RepairBrowser Agent

    1Beihang University · 2IQuest Research · 3Peking University

  29. ReacTOD: Bounded Neuro-Symbolic Agentic NLU for Zero-Shot Dialogue State Tracking

    May 18, 2026Yanjun Lin, Zimo Xiao, Kartik Natarajan +7Dialogue BenchmarksNeuro-Symbolic Framework

    Amazon

  30. CyberCorrect: A Cybernetic Framework for Closed-Loop Self-Correction in Large Language Models

    May 17, 2026Yuning Wu, Yingmin Liu, Yang ShuIterative Self-CorrectionLarge Language Models Fail

    School of Software, Henan University, Kaifeng, China · 2Zhejiang University, Hangzhou, China

  31. AuDirector: A Self-Reflective Closed-Loop Framework for Immersive Audio Storytelling

    May 12, 2026Yiming Ren, Xuenan Xu, Ziyang Zhang +3DramadirectorIterative Self-Correction

    Shanghai Artificial Intelligence Laboratory · Tsinghua University

  32. DataEvolver: Let Your Data Build and Improve Itself via Goal-Driven Loop Agents

    May 3, 2026Qisong Zhang, Wenzhuo Wu, Zhuangzhuang Jia +7AlphaevolveIterative Self-Correction

    School of Artificial Intelligence, Beijing University of Posts and Telecommunications · Institute of Artificial Intelligence · Institute of Artificial Intelligence (TeleAI), China Telecom

  33. The Cost of Consensus: Isolated Self-Correction Prevails Over Unguided Homogeneous Multi-Agent Debate

    Apr 29, 2026Blaž Bertalanič, Carolina FortunaMulti-Agent DebateDebate

    Jožef Stefan Institute Ljubljana, Slovenia

  34. OmniVTG: A Large-Scale Dataset and Training Paradigm for Open-World Video Temporal Grounding

    Apr 28, 2026Minghang Zheng, Zihao Yin, Yi Yang +2Video Temporal GroundingMultimodal Large Language Models

    Wangxuan Institute of Computer Technology, Peking University · Central Media Technology Institute, Huawei Technologies Ltd. · State Key Laboratory of General Artificial Intelligence, Peking University +1

  35. Self-Correction as Feedback Control: Error Dynamics, Stability Thresholds, and Prompt Interventions in LLMs

    Apr 24, 2026Aofan Liu, Jingxiang MengIterative Self-CorrectionLarge Language Models Fail

    1Peking University. · University of Chicago.

  36. Remask, Don't Replace: Token-to-Mask Refinement in Diffusion Large Language Models

    Apr 20, 2026Lin YaoDiffusion Language ModelsIterative Self-Correction

    School of Computer Science, Shanghai Jiao Tong University, Shanghai, 200240, China · Zhongguancun Academy, Beijing, 100097, China

  37. CLEANER: Self-Purified Trajectories Boost Agentic Reinforcement Learning

    Jan 21, 2026Tianshi Xu, Yuteng Chen, Meng LiAgentic Reinforcement LearningIterative Self-Correction

    Peking University · NTU, Singapore