State Abstraction

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

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  1. Prediction Limits and Koopman Closure of Geometry-Induced Soft State Abstractions

    Sep 26, 2026Mohit Kumar, Somayeh KargaranKoopman Operator LearningState Abstraction

    Software Competence Center Hagenberg, Hagenberg, Upper Austria, Austria

  2. An Information-Space Perspective to Scene Graph Sufficiency for Robotic Task Planning

    Sep 14, 2026Başak Sakçak, Francesco VerdojaState AbstractionRobot Task Planning

    Dept. of Advanced Computing Sciences, Maastricht University, the Netherlands · School of Electrical Engineering, Aalto University, Finland

  3. Windowed A-K-MDP

    Sep 12, 2026Xiangwen Yang, Frankie Cho, Iadine ChadesMarkov Decision ProcessesMarkov Models

    Monash University Melbourne, Australia

  4. Pooling and Drift in Delayed Bandits

    Sep 1, 2026Melika BaghiMulti-Armed BanditsNon-Stationary Bandits

    Georgia Institute of Technology

  5. RoMeRL: Balancing Feedback Coverage and the Memory-Reward Trap in Self-Evolving Agent Memory via Reduced-Order Utility States

    Aug 3, 2026Yi Yang, Zhennan Chen, Yihong Zhuang +5State AbstractionState Representation Learning

    1Nanjing University · 2Xiamen University · 3Zhejiang University

  6. Tycho: Active Abstraction with Programmatic World Models for ARC-AGI-3

    Jul 30, 2026Jens Lehmann, Andrei Aioanei, Sahar VahdatiGame-Playing AgentsAI Coding Agents

    Dresden University of Technology · Amazon · TIB – Leibniz Information Centre for Science and Technology +1

  7. Minimal Markovization via Stable Quotients in Holonomy-Cover Decision Processes

    Jul 29, 2026Zuyuan Zhang, Yongshan Chen, Mahdi Imani +1Markov Decision ProcessesPartially Observable RL

    Department of Electrical and Computer Engineering, The George Washington University · Department of Electrical and Computer Engineering, Northeastern University

  8. Property-driven Causal Abstractions for Markov Decision Processes

    Jul 29, 2026Jule Schmidt, Maximilian Weininger, Clemens Dubslaff +2Markov Decision ProcessesMarkov Models

    Ruhr-University Bochum, Germany · Eindhoven University of Technology, The Netherlands · Oxford University, UK +1

  9. A Behavioral State Vocabulary in Sony ERS-111 R-CODE

    Jul 13, 2026Christopher A. TuckerRobotic ControlState Abstraction

    Dr. Christopher A. Tucker

  10. Compositional Behavioral Semantics for State Abstraction in Reinforcement Learning

    Jun 24, 2026Yivan Zhang, Ziyan Luo, Manuel BaltieriReinforcement LearningState Abstraction

    The University of Tokyo · RIKEN AIP · Mila - Quebec Artificial Intelligence Institute +3

  11. Performance-Driven Environment Abstraction with Multi-Timescale Learning

    Jun 16, 2026Yue Guan, Dipankar Maity, Panagiotis TsiotrasMarkov Decision ProcessesReinforcement Learning

    School of Aerospace Engineering, Georgia Institute of Technology, Atlanta, GA, USA · Department of Electrical and Computer Engineering, University of North Carolina at Charlotte, Charlotte, NC, USA

  12. Adaptive state-action abstractions via rate-distortion

    Jun 4, 2026Fernando E. RosasState AbstractionState Representation Learning

    Department of Informatics, University of Sussex · Department of Brain Science, Imperial College London · Centre for Eudaimonia and Human Flourishing, University of Oxford

  13. Topology-Aware State Abstraction with Tangle Cores for Markov Decision Processes

    May 29, 2026Ibne Farabi Shihab, Sanjeda Akter, Anuj SharmaMarkov Decision ProcessesState Abstraction

    Department of Computer Science, Iowa State University · Department of Civil, Construction & Environmental Engineering, Iowa State University

  14. Answer-Set-Programming-based Abstractions for Reinforcement Learning

    May 29, 2026Rafael Bankosegger, Thomas Eiter, Johannes OetschReinforcement LearningState Abstraction

    Siemens AG Österreich, Vienna, Austria · TU Wien (Vienna University of Technology), Austria · Jönköping University, Sweden

  15. Abstraction for Offline Goal-Conditioned Reinforcement Learning

    May 21, 2026Clarisse Wibault, Alexander Goldie, Antonio Villares +2Hierarchical RLState Abstraction

    FLAIR, MLRG · University of Oxford · FLAIR +1

  16. Markovian Circuit Tracing for Transformer State Dynamic

    May 20, 2026Abdullah XTransformer InterpretabilityTransformer

    Project AWARE and Zephara AI

  17. Smaller Abstract State Spaces Enable Cross-Scale Generalization in Reinforcement Learning

    May 19, 2026Nasehatul Mustakim, Lucas LehnertPartially Observable RLOOD Generalization

    Department of Computer Science University of Saskatchewan Saskatoon, Saskatchewan, Canada

  18. Abstract Sim2Real through Approximate Information States

    Apr 16, 2026Yunfu Deng, Yuhao Li, Josiah P. HannaSim-to-Real TransferState Abstraction

    Department of Computer Sciences, University of Wisconsin–Madison, Madison, WI 53706 USA · Manning College of Information and Computer Sciences, University of Massachusetts Amherst, Amherst, MA 01003 USA

  19. Poincaré Meets Bellman: Revisable Memory, Operational Quotients, and Evidence-Supported Learning in Changing Environments

    Nov 28, 2025Xin LiMarkov Decision ProcessesDynamic Programming

    Department of Computer Science University at Albany

  20. Decision-Centered Abstractions via Orthogonal Estimation of Difference-of-Q Functions

    Jun 12, 2024Defu Cao, Angela ZhouValue Function EstimationState Abstraction

    University of Southern California