Contextual RL

RL: Reinforcement Learning

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21 papers5 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

  1. Before We Adapt: The Zero-Shot Generalization Bottleneck in Continual World Models

    Oct 29, 2026Amir Mesbah, Di WuContinual RLWorld Model Learning

    Independent Researcher · Department of Mechanical, Industrial and Aerospace Engineering, Concordia University · Department of Electrical and Computer Engineering, McGill University

  2. When Does Dynamics Randomization Test Context Inference?

    Oct 23, 2026Oleg Smirnov, Sofiane Ennadir, John Pertoft +2Contextual RLReinforcement Learning

    King AI Labs, Microsoft Gaming. · KTH Royal Institute of Technology

  3. Provable Transformer Context Compression for In-Context Reinforcement Learning

    Oct 14, 2026Yajie Zhao, Yingjun Mo, Zhiyong Wang +3In-Context RLIn-Context Learning

    Southern University of Science and Technology · University of Electronic Science and Technology of China · Harbin Institute of Technology

  4. Imitation Dominates Reinforcement: Direct In-Context RL Is Closer to ICL Than RL

    Oct 8, 2026Minchan Kwon, Seunghee Koh, Sunghyun Baek +2In-Context RLContextual RL

    Korea Advanced Institute of Science and Technology (KAIST)

  5. Considering Context: When World Models Need Context Encoders

    Oct 5, 2026Oleg Smirnov, Sofiane Ennadir, John Pertoft +2Reinforcement LearningWorld Model Learning

    King AI Labs, Microsoft Gaming

  6. Downstream-Aware Context Selection for Online In-Context Reinforcement Learning

    Sep 27, 2026Ruihan A. Li, Shangtong Zhang, Rohan ChandraIn-Context RLIn-Context Learning

    University of Illinois Urbana-Champaign · University of Virginia

  7. Dynamic Context Scheduling: Learning Beyond the Static Universe

    Aug 21, 2026Martin Mráz, André BiedenkappContextual RLReinforcement Learning

    University of Freiburg

  8. Task Specialization Fine-Tuning for Contextual Reinforcement Learning

    Aug 17, 2026Jianan Zhou, Jung-Hoon Cho, Tianyue Zhou +5Contextual RLReinforcement Learning

    Nanyang Technological University · MIT · UIUC

  9. Contextual Quality-Diversity Evolutionary Reinforcement Learning for HVAC Control in Tropical Commercial Buildings

    Aug 11, 2026Tran Le VuReinforcement LearningBuilding Energy Management

  10. In-Context Reinforcement Learning under Non-Stationarity: A Survey

    Jul 1, 2026A Run, Ziluo DingNon-Stationary RLIn-Context RL

    Independent Researcher · Beijing Innovation Center of Humanoid Robotics

  11. MATE: Solving Contextual Markov Decision Processes with Memory of Accumulated Transition Embeddings

    May 17, 2026Himchan Hwang, Hyeokju Jeong, Gene Chung +3Markov Decision ProcessesMeta-Reinforcement Learning

    Seoul National University · Saige · Ulsan National Institute of Science and Technology (UNIST)

  12. Tighter Regret Bounds for Contextual Action-Set Reinforcement Learning

    May 15, 2026Zijun Chen, Zihan ZhangRegret Minimization in RLReinforcement Learning

    Department of Computer Science and Engineering Hong Kong University of Science and Technology

  13. Beyond Linear Attention: Softmax Transformers Implement In-Context Reinforcement Learning

    May 8, 2026Zixuan Xie, Xinyu Liu, Claire Chen +3Reinforcement LearningTransformer-Based RL

    University of Virginia · California Institute of Technology · Purdue University

  14. Data Deletion Can Help in Adaptive RL

    Apr 30, 2026Param Budhraja, Aditya Gangrade, Alex Olshevsky +1Non-Stationary RLReinforcement Learning

    Department of Electrical and Computer Engineering, Boston University, Boston, MA 02215, USA · Faculty of Electrical and Computer Engineering, Systems Engineering, Boston University, Boston, MA 02215, USA

  15. PiCSRL: Physics-Informed Contextual Spectral Reinforcement Learning

    Mar 26, 2026Mitra Nasr Azadani, Syed Usama Imtiaz, Nasrin AlamdariContextual RLAdaptive Sensing

    Department of Civil and Environmental Engineering Florida State University, Tallahassee, FL, USA

  16. Self Paced Gaussian Contextual Reinforcement Learning

    Mar 24, 2026Mohsen Sahraei Ardakani, Rui SongContextual RLReinforcement Learning

    Department of Electrical and Computer Engineering North Carolina State University Raleigh, NC · Department of Statistics North Carolina State University Raleigh, NC

  17. Temporal Consistency Improves Generalization in Contextual Offline Meta Reinforcement Learning

    Mar 3, 2026Mohammadreza Nakheai, Aidan Scannell, Kevin Luck +1Representation LearningOffline RL

    Aalto University · Toyota Research Institute · Vrije Universiteit Amsterdam

  18. In-Context Planning with Latent Temporal Abstractions

    Feb 21, 2026Baiting Luo, Yunuo Zhang, Nathaniel S. Keplinger +3Model-Based PlanningOffline RL

    Vanderbilt University · William & Mary

  19. Contextual Intelligence The Next Leap for Reinforcement Learning

    Feb 17, 2026André BiedenkappContextual RLZero-Shot RL

    Albert-Ludwigs-Universität Freiburg, Germany

  20. Shared Modular Recurrence in Contextual MDPs for Universal Morphology Control

    Jun 10, 2025Laurens Engwegen, Max Weltevrede, Caroline Horsch +2Robotic ControlReinforcement Learning

    Delft University of Technology Delft, The Netherlands

  21. Training on Irrelevant States Implies Data Augmentation: Generalization in Contextual MDPs

    Oct 4, 2024Max Weltevrede, Caroline Horsch, Matthijs T. J. Spaan +1Reinforcement LearningRL Exploration

    Delft University of Technology, Delft, The Netherlands