Agentic Learning

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8 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. ActiveSaddler: Automated Curriculum Learning for Agent Harness Optimization

    Oct 1, 2026Sungho Park, Wonjoong Kim, Jue Zhang +8Agentic OptimizationAdaptive Curriculum

    POSTECH · KAIST · Microsoft

  2. Agent Error Dataset: Scaling 50,000 Error--Diagnosis Pairs for Failure Analysis and Error-Aware Post-Training

    Sep 30, 2026Kunlun Zhu, Xuyan Ye, Yibo Li +3Agentic LearningLarge Language Model Agents

    Apodex

  3. From Given to Gathered Evidence: Agentic Learning for Longitudinal Medical Reasoning

    Sep 30, 2026Minye Shao, Chaohui Yu, Yixuan Wu +3Clinical Reasoning TrainingAgentic Learning

    Durham University · DAMO Academy, Alibaba Group · Hupan Laboratory +1

  4. Character Training for Risk-Averse Agents

    Sep 29, 2026Arav Dhoot, Punya Syon Pandey, Jamie Johnson +3Artificial Intelligence AlignmentAgentic Learning

    UK AI Security Institute · Resolution

  5. EASE: Behavior-Adaptive Skill Curation for Self-Evolving Agents

    Sep 29, 2026Zhen Xiong, Qiaoyu TanSelf-Evolving AgentsAgentic Learning

    New York University · New York University Shanghai

  6. Learning to Coach for Experiential Learning

    Sep 14, 2026Guanheng Chen, Tianzhu Ye, Li Dong +3Coaching SystemsAgentic Learning

    Microsoft Research

  7. AMDKernelVault: Large-Scale Datasets and Agentic Training for AMD GPU Kernel Optimization

    Sep 14, 2026Ji Liu, Saptarshi Majumder, Yiqing Huang +14CudaPytorch

    Advanced Micro Devices, Inc.

  8. Co-Evolving Harnesses and Models: On-Policy Correction Helps Weaker Models Catch Up Where Imitation Fails

    Sep 8, 2026Zhou Yu, Bin Bi, Shiva Kumar Pentyala +8Agentic LearningParameter-Efficient Adaptation

    Salesforce AI

  9. Feyospace-v1: How the Cyber Mercury Seven Trained Frontier Cyber Models

    Sep 8, 2026Zongjie Li, Alan Z. W, John Nicolas J +4Agentic LearningFrontier Models

    Vera Praxis Lab

  10. Socrates went Nuclear: Comparing Interaction Strategies for AI systems in a Learning Context using Brain Sensing

    Sep 1, 2026Alexandre Clin Deffarges, Nataliya Kosmyna, Pattie MaesSocratic DialogueHuman-Ai Interaction

    ETH Zürich · MIT Media Lab

  11. Aspire: Can Models Self-Evolve from Vague Goals?

    Aug 31, 2026Yuhao Wu, Jingyuan Zhang, Jiajun Shi +18Self-EvolutionSubgoals

  12. CogEvol: Towards Efficient and Reliable Learning Environment Generation

    Aug 31, 2026Shangqing Tu, Daniel Zhang-Li, Yucheng Wang +20Synthetic EnvironmentsInteractive Learning

    CogEvol Inc. & Tsinghua University

  13. EvoSkill Injection: Red-Teaming Autonomous Skill Generation and Evolution in Self-Evolving Agents

    Aug 31, 2026Doyun Kim, Chanwoo Kim, Sugyeong Eo +2Self-Evolving AgentsMalicious Agents

    Soongsil University · Yonsei University · Jeju National University

  14. Self-Aware Active Learning Enables Continual Improvement in Autonomous Driving

    Aug 30, 2026Dong Hu, Chao Huang, Carman K. M. Lee +1Autonomous DrivingPool-Based Active Learning

    Department of Industrial and Systems Engineering, The Hong Kong Polytechnic University, Hong Kong · School of Electrical and Mechanical Engineering, Adelaide University, Australia · Department of Computer Science, University College London, United Kingdom

  15. CyberAGENTS: Structured Autonomy for Agentic Gamified Learning in Cybersecurity

    Aug 8, 2026Ivan Hornung, Deepthi Marasinghe Arachchige, Tharindu Kumarage +4Agentic LearningCybersecurity

    Arizona State University · Amazon AGI

  16. SkillMentor: LLM Agent Self-Evolution via Learning Blind-Spot Diagnosis

    Jul 29, 2026Xiaoyi Bao, Yuanzhen Xie, Yunzhi Tan +5Self-Evolving AgentsAgentic Learning

    The Hong Kong Polytechnic University · Work done during an internship at Tencent. · Platform and Content Group, Tencent +1

  17. Beyond Direct Answering: Aligning Educational LLMs as Socratic Guides via Heuristic Reinforcement Learning

    Jul 25, 2026Xiaokun Wang, Siyu Song, Wentao Liu +1Socratic DialogueAgentic Learning

    East China Normal University, Shanghai, China · Shanghai Chuangjie Situo Information Technology Co., Ltd., Shanghai, China · Shanghai Normal University, Shanghai, China +1

  18. Teachy Mini: Development and Preliminary Evaluation of a Knowledge-Based Generative Social Robot for Higher Education

    Jul 24, 2026Stephan Vonschallen, Karim Kaufmann, Dominique Oberle +2TutorsChatbots

    Institute of Information Systems, Zurich University of Applied Sciences, Switzerland · Center for Cognitive Interaction Technology, Bielefeld University, Germany

  19. Memory as a Controlled Process: Learned Adaptive Memory Management for LLM Agents

    Jul 15, 2026Eric Hanchen Jiang, Zhi Zhang, Yuchen Wu +11Large Language Model AgentsGraph-Structured Memories

    University of California Los Angeles · University of Washington · 3Northwestern University

  20. Learning Engagement Assistant (LEA): Cross-Course Scalability and Classroom Evaluation of an Agentic AI Tutoring System

    Jul 15, 2026Teri Rumble, Javad Zarrin, P. George Lovell +1TutorsClassrooms

    Faculty of Design, Informatics and Business, Abertay University, Dundee, United Kingdom.

  21. Human-AI Agent Interaction as a Neuroplastic Training Environment

    Jul 14, 2026Eranga Bandara, Ross Gore, Asanga Gunaratna +17Agentic LearningSynaptic Plasticity

    Old Dominion University, Norfolk, VA, USA · AI Motion Labs, Melbourne, Australia · Lithuanian University of Health Sciences +6

  22. Filtering Harmful Actions Isn't Enough: Phantom Transfer in Agentic SDF

    Jul 12, 2026Chinmayi DixitSynthetic Training DataAgentic Learning

    ERA Fellowship

  23. Single-Rollout Asynchronous Optimization for Agentic Reinforcement Learning

    Jul 8, 2026Zhenyu Hou, Yujiang Li, Jie Tang +1Agentic LearningAutoregressive Rollout

    Tsinghua University · Work done while ZH and YL interned at Z.AI.

  24. CurateEvo: Data-Curation Evolving for Agentic Post-Training

    Jul 7, 2026Dingzirui Wang, Xuanliang Zhang, Keyan Xu +2Data-CurationAgentic Learning

    Harbin Institue of Technology

  25. Agents That Teach: Towards Designing Incidental Learning Back into AI-Assisted Software Development

    Jul 7, 2026Rohit Mehra, Samdyuti Suri, Prithviraj K Tagadinamani +3Coding AgentsAgentic Learning

    Accenture Labs, India · Accenture, USA

  26. Beyond Skepticism: Evaluating LLMs Pedagogical Intent Reasoning with the Adaptive Pedagogical Vigilance Framework

    Jul 2, 2026Minghao Chen, Ruihan Zhou, Jiayi Tang +3Pedagogical FrameworksAgentic Learning

    Department of Computer Science Zhejiang University

  27. OPINE-World: Programmatic World Modeling with Ontology-error-Prioritized Interactive Exploration for ARC-AGI-3

    Jul 1, 2026David Courtis, Wenhao Li, Scott SannerWorld ModelsMany Worlds

    Department of Computer Science, University of Toronto

  28. DigitalCoach: Communication and Grounding Gaps in Human and Agentic Computer Use Coaching

    Jun 30, 2026Meng Chen, Anya Ji, Tsung-Han Wu +4Coaching SystemsComputer-Use Agents

    University of California, Berkeley · 2Technical University of Munich

  29. Internalizing the Future: A Unified Agentic Training Paradigm for World Model Planning

    Jun 25, 2026Xuan Zhang, Zhijian Zhou, Lingfeng Qiao +6Large Language Model PlanningAgentic Learning

    Fudan University · Shanghai Innovation Institute · Tencent Youtu Lab

  30. Agentic Knowledge Tracing: A Multi-Agent LLM Architecture for Stealth Assessment of Financial Literacy in Serious Games

    Jun 24, 2026Gabriel Santos, Rita Julia, Marcelo NascimentoAgentic LearningFinancial Question Answering

    Federal University of Uberlˆandia Computer Science Faculty S˜ao Paulo, Brazil

  31. Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning

    Jun 23, 2026Shiding Zhu, Yudi Qi, Yajie Wang +6Agentic LearningSingle-Agent

    Zhejiang University · Shenzhen International Graduate School, Tsinghua University · Independent Researcher +3

  32. LectūraAgents: A Multi-Agent Framework for Adaptive Personalized AI-Assisted Learning and Embodied Teaching

    Jun 15, 2026Jaward Sesay, Yue Yu, Siwei Dong +1Agentic LearningTutors

    Beijing Institute of Technology · Peking University · Beijing Academy of Artificial Intelligence

  33. LatentGym: A Testbed For Cross-Task Experiential Learning With Controllable Latent Structure

    Jun 13, 2026Daksh Mittal, Tommaso Castellani, Thomson Yen +7Agentic LearningSkillgym

    1Columbia University · 2Oumi

  34. Edu-Theater: A Data-Efficient Agent Framework for Scalable Learner Behavior Simulation through Staging Roll-Call

    Jun 13, 2026Weibo Gao, Qi Liu, Linan Yue +6User SimulationAgentic Learning

    University of Science and Technology of China · State Key Laboratory of Cognitive Intelligence · Southeast University +2

  35. From Verdict to Process: Agentic Reinforcement Learning for Multi-Stage Fact Verification

    Jun 11, 2026Rongxin Yang, Shenghong He, Siyuan Zhu +1Fact-CheckingReference-Guided Multimodal In-Context Verification

    School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou 510006, China

  36. ATLAS: Active Theory Learning for Automated Science

    Jun 10, 2026Noémi Éltető, Nathaniel D. Daw, Kimberly L. Stachenfeld +1Behavioral Foundation ModelsActive Learning

    Google DeepMind London, UK · Princeton University; Google DeepMind Princeton, NJ, USA · Google DeepMind; Colombia University New York, NY, USA +1

  37. Large-scale semantic mapping of learner agency and autonomy reveals what measurement and generative AI research overlook

    Jun 9, 2026Fei Qin, Xiaobo Liu, Yaowen Zhang +5Agentic LearningLinguistics

    School of Education, Tsinghua University, Beijing 100084, China · Department of Psychological and Cognitive Sciences, Tsinghua University, Beijing 100084, China · Institute of Education, University College London, London, UK

  38. Learning of Robot Safety Policies via Adversarial Synthetic Scenarios

    Jun 4, 2026Nikolai Dorofeev, Alexey Odinokov, Rostislav YavorskiyScenario GenerationHazard

    SafePI.ai Grenoble, France · SafePI.ai Belgrade, Serbia · SafePI.ai Madrid, Spain

  39. CollabBench: Benchmarking and Unleashing Collaborative Ability of LLMs with Diverse Players via Proactive Engagement

    Jun 4, 2026Hong Qian, Yuanhao Liu, Zihan Zhou +7CollaborationAgentic Benchmarks

    Shanghai Institute of AI for Education, and School of Computer Science and Technology, East China Normal University, Shanghai, China · Shanghai Innovation Institute, Shanghai, China · Tencent Inc., Shenzhen, China

  40. SocialCoach: Personalized Social Skill Learning with RL-based Agentic Tutoring and Practice

    Jun 2, 2026Tianfu Wang, Max Xiong, Jianxun Lian +8Coaching SystemsAgentic Learning

    HKUST (GZ) · Duke University · MSRA +1

  41. What Makes Interaction Trajectories Effective for Training Terminal Agents?

    Jun 2, 2026Sidi Yang, Chaofan Tao, Jierun Chen +11Agentic LearningPedagogical Frameworks

    1The University of Hong Kong · 2Huawei Technologies · 3Nanyang Technological University

  42. Exploring Autonomous Agentic Data Engineering for Model Specialization

    May 28, 2026Yujie Luo, Xiangyuan Ru, Jingsheng Zheng +10Agentic LearningEngineering

    Zhejiang University · Platform and Content Group, Tencent

  43. Modularizing Educational LLM-Agency for Fostering Responsible Learning Assistance

    May 28, 2026Julius Gabelmann, Felix Jahn, Kevin Baum +4Artificial Intelligence EducationAgentic Learning

    1German Research Center for Artificial Intelligence (DFKI) · 2Saarland Informatics Campus, Germany · Center for European Research in Trusted AI (CERTAIN)

  44. AnomalyAgent: Training-Free Agentic Models for Zero-/Few-Shot Anomaly Detection

    May 28, 2026Yi Zhang, Jiawen Zhu, Lele Fu +1Multimodal Anomaly DetectionAgentic Learning

    Singapore Management University, Singapore · Sun Yat-sen University, China

  45. Learning to Act under Noise: Enhancing Agent Robustness via Noisy Environments

    May 26, 2026Yuxin Chen, Xiaodong Cai, Junfeng Fang +9Agentic LearningDynamic Environments

    National University of Singapore · Meituan · Tsinghua University +2

  46. Towards Just-in-Time Adaptive Feedback: Enhancing Student Learning via Knowledge-Grounded LLM

    May 26, 2026Younghun Lee, Amir Bralin, Nobel Sanjay Rebello +1FeedbackAgentic Learning

    Department of Computer Science · Purdue University · Department of Physics and Astronomy +1

  47. Agentic-VLA: Efficient Online Adaptation for Vision-Language-Action Models

    May 21, 2026Ruofan Jin, Zaixi ZhangDiffusion-Based Vision-Language-ActionsVision-Language Model Adaptation

    Scinetics.

  48. Echo: Learning from Experience Data via User-Driven Refinement

    May 21, 2026Hande Dong, Xiaoyun Liang, Jiarui Yu +15Self-Improving AgentsAgentic Learning

    Tencent, CodeBuddy

  49. Access Timing as Scaffolding: A Reinforcement Learning Approach to GenAI in Education

    May 15, 2026Janne Rotter, Pau Benazet i Montobbio, Davinia Hernández-LeoPedagogical FrameworksGenerative Artificial Intelligence

    Universitat Pompeu Fabra Barcelona, Spain

  50. AGWM: Affordance-Grounded World Models for Environments with Compositional Prerequisites

    May 7, 2026Qinshi Zhang, Weipeng Deng, Zhihan Jiang +4Efficient World-Action ModelWorld Models

    University of California, San Diego · University of Hong Kong · Columbia University +2

  51. StraTA: Incentivizing Agentic Reinforcement Learning with Strategic Trajectory Abstraction

    May 7, 2026Xiangyuan Xue, Yifan Zhou, Zidong Wang +5Agentic Reinforcement LearningAgentic Learning

    1The Chinese University of Hong Kong · 2Shanghai Artificial Intelligence Laboratory · University of Georgia +2

  52. Adaptivity Under Realizability Constraints: Comparing In-Context and Agentic Learning

    May 6, 2026Anastasis Kratsios, A. Martina Neuman, Philipp PetersenLearnabilityIn-Context Learning

    McMaster University and the Vector Institute, Main St., Hamilton, L8S 4L8, Ontario, Canada · University of Vienna, Faculty of Mathematics, Kolingasse 14-16, 1090 Wien, Austria

  53. ProPACT: A Proactive AI-Driven Adaptive Collaborative Tutor for Pair Programming

    May 4, 2026Anahita Golrang, Kshitij Sharma, olga vibergCollaborationDyads

    Department of Computer Science, Norwegian University of Science and Technology, Trondheim, Norway. · Department, The Royal Institute of Technology (KTH), School of Electrical Engineering and Computer Science.

  54. ClawGym: A Scalable Framework for Building Effective Claw Agents

    Apr 29, 2026Fei Bai, Huatong Song, Shuang Sun +11Claw-Like AgentAgentic Learning

    Gaoling School of Artificial Intelligence, Renmin University of China · IQuest Research · Beihang University

  55. Training and Agentic Inference Strategies for LLM-based Manim Animation Generation

    Apr 20, 2026Ravidu Suien Rammuni Silva, Ahmad Lotfi, Isibor Kennedy Ihianle +2Data Generation PipelinesAgentic Learning

    Department of Computer Science, Nottingham Trent University, Nottingham, United Kingdom · Department of Physics and Mathematics, Nottingham Trent University, Nottingham, United Kingdom

  56. AIT Academy: Cultivating the Complete Agent with a Confucian Three-Domain Curriculum

    Apr 20, 2026Jiaqi Li, Lvyang Zhang, Yang Zhao +2Artificial Intelligence EducationAgentic Learning

    Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China · School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China

  57. Agentic Education: Using Claude Code to Teach Claude Code

    Apr 19, 2026Zain NaboulsiArtificial Intelligence EducationAgentic Learning

    Principal AI Engineer, Sparq

  58. CogEvolution: A Human-like Generative Educational Agent to Simulate Student's Cognitive Evolution

    Apr 16, 2026Wei Zhang, Yihang Cheng, Zhirong Ye +1Self-Evolving AgentsArtificial Intelligence Education

    Faculty of Artificial Intelligence in Education, Central China Normal University, Wuhan, Hubei, China · National Engineering Research Center for Educational Big Data, Central China Normal University, Wuhan, Hubei, China · Central China Normal University Wollongong Joint Institute, Central China Normal University, Wuhan, Hubei, China

  59. DeepTutor: Towards Agentic Personalized Tutoring

    Apr 10, 2026Bingxi Zhao, Jiahao Zhang, Xubin Ren +4TutorsLarge Language Model Personalization

    The University of Hong Kong

  60. TRACE: Capability-Targeted Agentic Training

    Apr 7, 2026Hangoo Kang, Tarun Suresh, Jon Saad-Falcon +1Agentic LearningSelf-Improving Agents

    Stanford University