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22 papers7 papers in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

  1. Does Failure Feedback Direct Agent Self-Modification?

    Oct 10, 2026Rong HeSelf-Improving AgentsLLM Self-Correction

  2. Echo: Error-Compensated 4-Bit Tensor-Parallel Communication for LLM Training and Inference

    Oct 9, 2026Xingyu Xie, Xiaoyong Xie, Zhouchen Lin +1Error FeedbackCommunication-Efficient Distributed Training

    Department of Mathematics, National University of Singapore · State Key Laboratory of General Artificial Intelligence, School of Intelligence Science and Technology, Peking University

  3. Fly-by-Code: Embodied Coding Agents for Aerial Manipulation with Active Visual and Physical Feedback

    Oct 8, 2026Jaewoo Lee, Jeongyeon Seo, Sihyun Cho +10Error FeedbackAerial Manipulation

    Seoul National University · Carnegie Mellon University · University of Maryland, College Park +2

  4. Constraint Tree Exploration for Learning from Language Feedback

    Oct 6, 2026Shaoang Li, Daniel R. Jiang, Jian LiError FeedbackRL Exploration

    Stony Brook University · Meta Platforms

  5. Communication-Efficient Agnostic Federated Learning via Faster Convergence and Compression

    Sep 29, 2026Haomin Bai, Junyan Sun, Sifan Yang +2Error FeedbackOnline Federated Learning

    State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China · School of Artificial Intelligence, Nanjing University, Nanjing, China · Department of Computer Science, City University of Hong Kong, Hong Kong, China

  6. MCP Error Messages Written for Developers Hurt the Most Capable Agents Most

    Sep 28, 2026Xiaonan Xu, Wenjing WuLLM Tool UseModel Context Protocol

    College of Computing, Georgia Institute of Technology, Atlanta, GA 30332, USA · Department of Computer Science, University of Colorado Boulder, Boulder, CO 80309, USA

  7. Exact Feedback Is Not Control: Evaluating Text-based Closed-Loop Revision in LLMs

    Sep 23, 2026Haitong Jiang, Chunlin Liu, Yile Wang +1LLM Self-CorrectionControllable Text Generation

    College of Computer Science and Software Engineering, Shenzhen University

  8. Fabrication After Tool Failure: Tool-Augmented Agents Assert Values Their Tools Did Not Return

    Sep 13, 2026Arham Sethi, Arsen Kenzhebayev, Saanvi Paturi +3Tool-Augmented Language Model AgentsDeception in Language Models

    The Shishukunj International School · Haileybury Astana · UWCSEA East Campus +2

  9. CAFE: Self-Improving Search Agents Need Co-Evolving Feedback

    Aug 25, 2026Boyang Liu, Senjie Jin, Peixin Wang +17Agentic SearchSelf-Improving Agents

    Fudan University · LLM Department, Tencent

  10. Sign compression for Muon: SignMuon, MuonSign, and the Limits of Error Feedback

    Jul 31, 2026Maria Smirnova, Alexey KravatskiySign-Based OptimizationCommunication-Efficient Distributed Training

    MIRIAI Moscow, Russia

  11. When Can Depth Replace Precision? A Resource Theory of Quantized Neural Computation

    Jul 25, 2026Mojtaba SoltanalianError FeedbackLow-Bit Quantization

    Department of Electrical and Computer Engineering University of Illinois Chicago 851 S. Morgan St., MC 154 Chicago, IL 60607, USA

  12. Structured Feedback Improves Repair in an LLM Agent Loop

    Jul 15, 2026Jaideep Ray, Ankit GoyalLLM Agent Workflow OptimizationLLM Agent Evaluation

    Independent Researcher

  13. Reason, Reward, Refine: Step-Level Errors Corrections with Structured Feedback for Physics Reasoning in Small Language Models

    Jul 6, 2026Raj Jaiswal, Dhruv Jain, Rishabh Dhawan +4LLM Self-CorrectionPhysical Reasoning

    IIIT Delhi · IIT BHU · NII Tokyo +2

  14. One-Step Gradient Delay is Not a Barrier for Large-Scale Asynchronous Pipeline Parallel LLM Pretraining

    Jun 29, 2026Philip Zmushko, Egor Petrov, Nursultan Abdullaev +2Error FeedbackMuon Optimizer

    Institute of Science and Technology Austria (ISTA), Austria · Yandex, Russia · Basic Research of Artificial Intelligence Laboratory (BRAIn Lab), Russia +2

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

    Jun 3, 2026Arquimedes Canedo, Grama ChethanLLM Self-CorrectionTool-Use Evaluation

    Siemens Digital Industries Software, USA

  16. A Tight Theory of Error Feedback Algorithms in Distributed Optimization

    May 29, 2026Daniel Berg Thomsen, Adrien Taylor, Aymeric DieuleveutCommunication-Efficient Distributed TrainingDistributed Optimization

    Inria, D.I. ENS, CNRS, PSL Research University, Paris, France · CMAP, École Polytechnique, Institut Polytechnique de Paris, Palaiseau, France

  17. Muon Does Not Converge on Convex Lipschitz Functions

    May 9, 2026Tetiana Parshakova, Ahmed Khaled, Michael Crawshaw +2Deep Learning OptimizationError Feedback

    Center for Computational Mathematics, Flatiron Institute, Simons Foundation · Princeton University, Google DeepMind · George Mason University +1

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

    Apr 24, 2026Aofan Liu, Jingxiang MengLLM Self-CorrectionLanguage Model-Based Control

    1Peking University. · University of Chicago.

  19. Feedback Over Form: Why Execution Feedback Matters More Than Pipeline Topology in 1-3B Code Generation

    Apr 23, 2026Charles Junichi McAndrewsLLM Self-RefinementExecution-Guided Code Generation

  20. Distributed Online Convex Optimization with Compressed Communication: Optimal Regret and Applications

    Apr 10, 2026Sifan Yang, Dan-Yue Li, Lijun ZhangError FeedbackOnline Convex Optimization

    National Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China · School of Artificial Intelligence, Nanjing University, Nanjing, China

  21. Listen, Correct, and Feed Back: Spoken Pedagogical Feedback Generation

    Mar 28, 2026Junhong Liang, Yifan Lu, Ekaterina Kochmar +1Computer-Assisted Language LearningEducational Feedback Generation

    Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE

  22. Compressed Proximal Federated Learning for Non-Convex Composite Optimization on Heterogeneous Data

    Mar 8, 2026Pu Qiu, Chen Ouyang, Yongyang Xiong +3Error FeedbackFederated Learning

    School of Intelligent Systems Engineering, Sun Yat-Sen University, Shenzhen 518107, P.R China. · Department of Automation, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing 100084, China. · Department of Mechanical Engineering, University of Victoria, Victoria, BC V8W 2Y2, Canada.