Adaptive Curriculum

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6 papers in the last four weeks, against 1 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. Multi-LLM Collaborative Alignment via Stackelberg Games

    Sep 30, 2026Christina Hahn, Shangbin Feng, Dean Light +3Large Language Model AlignmentStackelberg Equilibrium

    University of Washington · Amazon · University of British Columbia

  3. Self-Play Pretraining with Zero Data

    Sep 24, 2026Aditya Cowsik, Kfir Dolev, Michael Y. Li +4PretrainingSelf-Play

    Independent Researcher · Tel Aviv University · Stanford University +1

  4. DCL-GPGLS: Dynamic Curriculum Learning for Genetic Programming Guided Local Search in Large-Scale Vehicle Routing

    Sep 21, 2026Saining Liu, Yi Mei, Mengjie ZhangVehicle Routing ProblemLarge Neighborhood Search

    School of Engineering and Computer Science, Victoria University of Wellington, Wellington, New Zealand

  5. DeliveryGym: An RL Environment for Long-Horizon Embodied Agent Planning with Adaptive Curriculum

    Sep 17, 2026Haoqiang Kang, Yiming Zhang, Yiyang Guo +5Embodied AgentsSkillgym

    UC San Diego · Independent · Johns Hopkins University +1

  6. Layer-wise Curriculum Learning for Efficient LLM Compression

    Sep 16, 2026Donggeon Lee, Dooyeon Na, Seungmin Oh +1Large Language Model CompressionAdaptive Curriculum

    Ajou University, South Korea

  7. Three-Phase Scribble-Adaptive Curriculum Learning for autoPETV Grand Challenge

    Aug 22, 2026Libo Zhang, Yue NingLesion SegmentationPositron Emission Tomography

    Duke University

  8. Goal-oriented Navigation Instruction Generation with Tour Video Priors

    Aug 9, 2026Fangdi Li, Juncheng Liao, Changxu Cheng +4Vision-Language NavigationObject Goal Navigation

    Uni-Ubi AI, Hangzhou, China · Zhejiang University, Hangzhou, China · Tongji University, Shanghai, China

  9. Dynamic Graph Prompting via Topology-Routed Mixed-Curvature Experts

    Aug 6, 2026Quanxin Wang, Xuanting Xie, Bingheng Li +4Zero-Shot Link PredictionParameter-Efficient Adaptation

    University of Electronic Science and Technology of China · 2Michigan State University · 3Singapore Management University +2

  10. CausalOPD: First-Wrong-Step Supervision for Distilling Causal Chain Reasoning

    Aug 4, 2026Jian Zhang, Bingyi Wang, Yizhi LiuCausalAdaptive Curriculum

    Zhejiang University

  11. LEACL: LLM-Enhanced Automatic Curriculum Learning for Reinforcement Learning in Long-Horizon Manipulation Tasks

    Jul 26, 2026Faraz Heravi, James Ouyang, Zifan Xu +3Curriculum Reinforcement LearningLong-Horizon Manipulation

    The University of Texas at Austin · Nanyang Technological University · Sony AI

  12. Test-Time Coverage: Test-Conditioned Data Curation for Deployment-Aware Learning

    Jul 18, 2026Nadine Chang, Maying Shen, Shizhe Diao +6Post-Deployment AdaptationData-Curation

    NVIDIA · NVIDIA & University of Ottawa

  13. Similarity-Guided Curriculum Fine-Tuning of LLMs for Neural Architecture Synthesis

    Jul 13, 2026Anujaya Vijayakumar, Radu Timofte, Dmitry IgnatovNeural Architecture SearchAdaptive Curriculum

    Computer Vision Lab, CAIDAS & IFI, University of Würzburg, Germany

  14. Pretraining Curricula Enable Selective Fine-tuning

    Jul 6, 2026Sebastian A. Bruijns, Jirko Rubruck, Mia H. Whitefield +3Adaptive CurriculumCurriculum

    University of Oxford · University of Oxford & Martian · Martian

  15. Tone-Conditioned Curriculum Learning for Low-Resource Bantu Speech Recognition

    Jun 30, 2026Kesego Mokgosi, Vukosi Marivate, Sitwala Mundia +3African LanguagesEnd-To-End Automatic Speech Recognition Models

    Technological University Dublin, Ireland · Data Science for Social Impact, University of Pretoria, South Africa · Lelapa AI

  16. Curriculum-guided Change Detection Training: Toward Accurate Serac Fall Monitoring

    Jun 26, 2026Arthur Dérédel, Carlos Crispim-Junior, Pierre Lemaire +2Change DetectionUnsupervised Detection

    LIRIS, UMR5205, Universit´e Lumi`ere Lyon 2, CNRS, Ecole Centrale de Lyon, INSA Lyon, Universit´e Claude Bernard Lyon 1, 69676, Bron, France · Styx4D, 19 rue lac Saint Andr´e, Le Bourget-du-Lac, 73370, France

  17. Learning to Reason with Curriculum II: Compositional Generalization

    Jun 26, 2026Nived Rajaraman, Audrey Huang, Miroslav Dudik +3Adaptive CurriculumCompositional Generalization

    Microsoft Research. · University of Illinois Urbana-Champaign. · Microsoft Research, New York, NY.

  18. Learning from Annotation Uncertainty: Entropy-Aware Curriculum for Speech Emotion Recognition

    Jun 25, 2026Zahra Omidi, John H. L. HansenEmotion RecognitionAmbiguity

    Center for Robust Speech Systems, The University of Texas at Dallas, USA

  19. The Geometry of Sequential Learning: Lie-Bracket Prediction of Transfer Order

    Jun 23, 2026John SweeneyAdaptive CurriculumSequential

    Sideplane AI

  20. DreamReasoner-8B: Block-Size Curriculum Learning for Diffusion Reasoning Models

    Jun 17, 2026Zirui Wu, Lin Zheng, Jiacheng Ye +5Chain-of-Thought ReasoningDiffusion Models

    The University of Hong Kong · Peking University

  21. Confusion-Aware Transfer Teacher Curriculum Learning Framework: Disentangling Scoring and Pacing Effects

    Jun 16, 2026Savini Kommalage, Sanka Mohottala, Asiri Gawesha +5Adaptive CurriculumCurriculum

    Faculty of Computing, Sri Lanka Institute of Information Technology, Sri Lanka · Faculty of Engineering, University of Sri Jayewardenepura, Sri Lanka · Faculty of Engineering, Sri Lanka Institute of Information Technology, Sri Lanka +2

  22. Prisma-World: Camera-Controllable Multi-Agent Video World Model

    Jun 8, 2026Huiqiang Sun, Zhan Peng, Size Wu +9Video World ModelsWorld Models

    School of AIA, HUST · S-Lab, NTU · SenseTime Research +4

  23. Style-CCL: Content-Preserving Style Transfer via Curriculum Continual Learning

    Jun 4, 2026Shiwen Zhang, Haoyuan Wang, Xianghao Zang +3Diffusion TransformersStyle

    Institute of Artificial Intelligence (TeleAI), China Telecom.

  24. Agentic Transformers Provably Learn to Search via Reinforcement Learning

    May 29, 2026Tong Yang, Yu Huang, Yingbin Liang +1Agentic Reinforcement LearningTransformer Architectures

    Department of Electrical and Computer Engineering, Carnegie Mellon University · Department of Statistics and Data Science, Wharton School, University of Pennsylvania · Department of Electrical and Computer Engineering, The Ohio State University +1

  25. SKILLC: Learning Autonomous Skill Internalization in LLM Agents via Contrastive Credit Assignment

    May 27, 2026Hongxiang Lin, Zhirui Kuai, Erpeng Xue +1Unsupervised Skill DiscoveryAgentic Reinforcement Learning

    Meituan

  26. CurEvo: Curriculum-Guided Self-Evolution for Video Understanding

    Apr 29, 2026Guiyi Zeng, Junqing Yu, Yi-Ping Phoebe Chen +3Video UnderstandingSelf-Evolution

    Huazhong University of Science and Technology Wuhan, China · La Trobe University Melbourne, Australia · Beijing Institute of Computer Technology and Applications Beijing, China

  27. Democratizing Tool Learning with Environments Fully Simulated by a Free 8B Language Model

    Apr 20, 2026Chenming Tang, Hsiu-Yuan Huang, Weijie Liu +3Adaptive CurriculumLearn

    ♠National Key Laboratory for Multimedia Information Processing, Peking University · ♣School of Computer Science, Peking University · ∗Work done during an internship at Tencent +2

  28. CHUCKLE -- When Humans Teach AI To Learn Emotions The Easy Way

    Oct 10, 2025Ankush Pratap Singh, Houwei Cao, Yong LiuEmotion RecognitionAdaptive Curriculum

    New York Institute of Technology, Department of Computer Science, New York, United States · New York University, Electrical and Computer Engineering Department, New York, United States

  29. Curriculum-Guided Layer Scaling for Language Model Pretraining

    Jun 13, 2025Karanpartap Singh, Neil Band, Ehsan AdeliLarge Language Model PretrainingPretraining

    1Stanford University.

  30. Dual-Difficulty Curriculum Learning for Direct Preference Optimization

    Apr 10, 2025Mengyang Li, Haozhan Geng, Zhong Zhang +1Large Language Model AlignmentAdaptive Curriculum

    Tianjin Key Laboratory of Wireless Mobile Communications and Power Transmission Tianjin Normal University Tianjin, China

  31. Efficient Reinforcement Finetuning via Adaptive Curriculum Learning

    Apr 7, 2025Taiwei Shi, Yiyang Wu, Linxin Song +2Reinforcement Fine-TuningAdaptive Curriculum

    University of Southern California · Carnegie Mellon University · Mohamed Bin Zayed University of Artificial Intelligence