Internalization

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

Jul 13Week of Sep 28
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  1. Harness Annealing: Learning to Act with Less External Control

    Oct 1, 2026Yingxuan Yang, Huacan Chai, Ying WenAgent HarnessInternalization

    Shanghai Jiao Tong University · University of California, Berkeley

  2. RLTL;DR: Self-improvement by Internalizing Self-generated Feedback

    Sep 29, 2026Michael Kirchhof, Eleonora Gualdoni, Andrew Szot +6Reinforcement Learning With Verifiable RewardRecursive Self-Improvement

    Apple

  3. From Sharp Eyes to Expert Mind: Internalizing Expert Knowledge in MLLMs for Tampered Text Detection

    Sep 28, 2026Kaiqing Lin, Songze Li, Shen Chen +8Tamper LocalizationDigital Forensics

    Guangdong Provincial Key Laboratory of Intelligent Information Processing, Shenzhen Key Laboratory of Media Security, and SZU-AFS Joint Innovation Center for AI Technology, Shenzhen University, Shenzhen 518060, China · Tencent Youtu Lab, Shanghai, China

  4. Scaffold Then Internalize: Representation Injection for Diffusion Transformers

    Sep 28, 2026Han Fu, Jiacheng Chen, Baoquan Zhao +4Diffusion TransformersTransformer Architectures

    Sun Yat-sen University · Video Rebirth · The Hong Kong Polytechnic University

  5. EvoIn: Bridging Evolution and Internalization for Agent Fine-Tuning

    Sep 28, 2026Shihan Dou, Shaofan Liu, Zhonghang Lu +8Evolutionary Optimization MethodsInternalization

    Fudan University · Renmin University of China

  6. Unifying Video Tasks via Spatiotemporal Analogy

    Sep 27, 2026Chia-Hsiang Kao, Belinda Zeng, Bharath Hariharan +1Video UnderstandingGeogs-Slam

    Cornell University · Meta

  7. Dual-Layer Agentic Memory with Fast Write Routing and Slow Consolidation

    Aug 23, 2026Wenzhi Li, Dong Nie, Rui Lan +7Agentic MemoryInternalization

    Zhejiang University · Indepedent Researcher · Xiaohongshu +2

  8. Information Abundance Paradox: Long-Context Training Undermines Parametric Knowledge

    Aug 12, 2026Arda Uzunoglu, Benjamin Van Durme, Daniel KhashabiEfficient Long-Context InferenceLarge Language Model Training

    Department of Computer Science, Johns Hopkins University, Baltimore, MD, USA

  9. PRISM: Priority-aware Rubric Internalization via Structured Multimodal Data Synthesis

    Aug 5, 2026Xiaomin He, Dongling Xiao, Jiahao Xie +4RubricsPrism

    ByteDance · Peking University

  10. From Scoring to Acting: Outcome-Verified Comparative Self-Distillation for LLM Agents

    Jul 30, 2026Xu Xia, Jinghua Piao, Min Yang +3Unsupervised On-Policy Self-DistillationSelf-Distillation Framework

    Southeast University · Zhongguancun Academy · Tsinghua University +2

  11. Zing: Social Mind for LLMs

    Jul 26, 2026Zing Team, Ao Xiang, Bi Jingping +56IntelligenceInternalization

  12. Listen, Do Not Copy: Internalizing Audio-Grounded Scaffold Context for Robust Omni-Model Speech Understanding

    Jul 24, 2026Pengfei Zhang, Biao Tian, Tianxin Xie +3ScaffoldsInternalization

    AI Thrust, Information Hub, The Hong Kong University of Science and Technology (Guangzhou) · Token Foundry, Alibaba Group, China

  13. Learning through Internalization

    Jun 18, 2026Nikolaos Tsilivis, Nirmit Joshi, Marko Medvedev +2InternalizationTransformer Architectures

    New York University · Toyota Technological Institute at Chicago · University of Chicago

  14. PRISMR: Overcoming Parse Collapse in Multimodal Listwise Ranking via Parameterized Representation Internalization

    Jun 11, 2026Hao Jiang, Xin Li, Annan Wang +4Representation CollapseEfficient Long-Context Inference

    1Nanyang Technological University · 2Peking University · 3Independent Researcher

  15. When Context Returns: Toward Robust Internalization in On-Policy Distillation

    Jun 10, 2026Xun Wang, Ruishuo Chen, Zhuoran Li +2Efficient On-Policy DistillationInternalization

    1IIIS, Tsinghua University

  16. When Role-playing, Do Models Believe What They Say?

    Jun 9, 2026Benjamin Sturgeon, David Africa, Sid BlackRole-Playing AgentsLanguage Model Computes

    MATS

  17. Learning While Acting: A Skill-Enhanced Test-Time Co-Evolution Framework for Online Lifelong Learning Agents

    Jun 3, 2026Bo Mao, Jie Zhou, Yutao Yang +5Offline Reinforcement LearningSkills

    School of Computer Science and Technology, East China Normal University · Shanghai AI Laboratory · Software Engineering Institute, East China Normal University

  18. Rethinking Continual Experience Internalization for Self-Evolving LLM Agents

    Jun 3, 2026Jingwen Chen, Wenkai Yang, Shengda Fan +7InternalizationOn-Policy Self-Evolution

    1Gaoling School of Artificial Intelligence, Renmin University of China · School of Software, Beihang University · 3Meituan

  19. Internalize the Temperature: On-Policy Self-Distillation as Policy Reheater for Reinforcement Learning

    May 30, 2026Xuewei Yang, Jiachen Yu, Jie Wu +3Unsupervised On-Policy Self-DistillationLarge Language Model Reinforcement Learning

    Tsinghua University

  20. GUI-CIDER: Mid-training GUI Agents via Causal Internalization and Density-aware Exemplar Reselection

    May 27, 2026Zheng Wu, Chengcheng Han, Zhengxi Lu +5Graphical User Interface AgentsMultimodal Agents

    School of Computer Science, Shanghai Jiao Tong University · Meituan · Zhejiang University +1

  21. Skill0.5: Joint Skill Internalization and Utilization for Out-of-Distribution Generalization in Agentic Reinforcement Learning

    May 27, 2026Jiapeng Zhu, Jianxiang Yu, Yibo Zhao +5Agentic Reinforcement LearningOffline Reinforcement Learning

    1East China Normal University, 2Meituan Longcat Team · 1East China Normal University · 2Meituan Longcat Team

  22. PEAM: Parametric Embodied Agent Memory through Contrastive Internalization of Experience in Minecraft

    May 26, 2026Yuchen Guo, Junli Gong, Weicheng Wang +3InternalizationSkills

    Northwestern University · Northeastern University · South China University of Technology +2

  23. Internalizing Tool Knowledge in Small Language Models via QLoRA Fine-Tuning

    May 18, 2026Yuval Shemla, Ayal Yakobe, Tanmay Agarwal +2Small Large Language ModelsModel Fine-Tuning

    Columbia School of General Studies, Columbia University, NY, USA · Columbia Engineering, Columbia University, NY, USA · IBM Research, NY, USA

  24. Internalizing Curriculum Judgment for LLM Reinforcement Fine-Tuning

    May 11, 2026Han Zheng, Yining Ma, Karthick Gunasekaran +4Curriculum Reinforcement LearningInternalization

    MIT · Amazon AGI

  25. NanoResearch: Co-Evolving Skills, Memory, and Policy for Personalized Research Automation

    May 11, 2026Jinhang Xu, Qiyuan Zhu, Yujun Wu +11Research AutomationArtificial Intelligence Systems

    1Shanghai Artificial Intelligence Laboratory · 2The Hong Kong University of Science and Technology · 3Peking University +4

  26. Latent Agents: A Post-Training Procedure for Internalized Multi-Agent Debate

    Apr 27, 2026John Seon Keun Yi, Aaron Mueller, Dokyun LeeMulti-Agent DebateDebate

    Boston University

  27. ReflectMT: Internalizing Reflection for Efficient and High-Quality Machine Translation

    Apr 21, 2026Kunquan Li, Yingxue Zhang, Fandong Meng +1Machine Translation QualityMachine Translation

    School of Informatics, Xiamen University, China · WeChat AI, Tencent Inc, China

  28. Memento No More: Coaching AI Agents to Master Multiple Tasks via Hints Internalization

    Feb 3, 2025Minttu Alakuijala, Ya Gao, Georgy Ananov +4Artificial Intelligence AgentsInternalization

    Department of Computer Science, Aalto University · Department of Computer Science, University of Manchester · System 2 AI