Dynamic Regret Minimization

Ask about this topic

Momentum

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

Jul 13Week of Sep 28
View on map

Latest papers 17

All topics
CardsList

  1. Data Reuse in Non-Stationary Learning

    Oct 7, 2026Tomer Gafni, Garud Iyengar, Assaf ZeeviStatistical Learning TheoryDynamic Regret Minimization

    Columbia University

  2. Logarithmic Regret via Passive Change Detection in Piecewise-Stationary Self-Tuning Regulation

    Oct 7, 2026A. Ch. Madhusudanarao, Rahul SinghAdaptive ControlDynamic Regret Minimization

    Department of Computer Science and Automation Indian Institute of Science, Bengaluru, India · Laboratoire de Recherche de l’EPITA, Paris, France

  3. Dynamic Minimax Regret Optimization for Robust LLM Post-Training

    Oct 5, 2026Chengbo Zang, Haoyu Dong, Mehmet Kerem Turkcan +3Dynamic Regret MinimizationDistributionally Robust Optimization

    Department of Electrical Engineering, Columbia University · Department of Computer Science & Engineering, University of California, Santa Cruz · Department of Civil Engineering, Columbia University

  4. Universal Dynamic Portfolios

    Sep 28, 2026Yu-Jie Zhang, Yu-Xiang Wang, Peng Zhao +1Online Convex OptimizationDynamic Regret Minimization

    University of Washington · University of California, San Diego · State Key Laboratory for Novel Software Technology, Nanjing University School of Artificial Intelligence, Nanjing University

  5. On the Relation Between Interval Regret and Dynamic Regret

    Sep 28, 2026Yi-Han Wang, Peng Zhao, Zhi-Hua ZhouOnline Convex OptimizationDynamic Regret Minimization

    State Key Laboratory for Novel Software Technology, Nanjing University, China · School of Artificial Intelligence, Nanjing University, China

  6. ASTRA: ADMM-Accelerated Topology Reconfiguration for Dynamic Satellite Constellations

    Sep 27, 2026João Norberto, Ricardo Ferreira, Cláudia SoaresDynamic Regret MinimizationWireless Communications

    Department of Computer Science NOVA School of Science and Technology Caparica, Portugal

  7. From Switching to Dynamic Regret: A Simple Reduction via Unbiased Random Sequences

    Sep 17, 2026Yibo Wang, Wenhao Yang, Sifan Yang +3Online Convex OptimizationDynamic Regret Minimization

    State Key Laboratory for Novel Software Technology, Nanjing University · School of Artificial Intelligence, Nanjing University · School of Software Technology, Zhejiang University

  8. Adapting to Decision-Relevant Non-Stationarity in Decentralized Heterogeneous Bandits

    Sep 15, 2026Zhaojun PengMulti-Armed BanditsDynamic Regret Minimization

  9. Online Learning of Scale Parameters in Score-Driven Filters

    Aug 10, 2026Fabrizio Lillo, Giulia Livieri, Gianluca PalmariDynamic Regret MinimizationOnline Mirror Descent

    Scuola Normale Superiore, Piazza dei Cavalieri 7, Pisa, Italy · Department of Statistics, London School of Economics and Political Science, Columbia House, 69 Aldwych, London, United Kingdom

  10. Parameter-Free Dynamic Regret under Heavy-Tailed Noise

    Jul 29, 2026Vaneet AggarwalOnline Convex OptimizationDynamic Regret Minimization

    Purdue University

  11. Dynamic Regret for Non-Stationary Linear Bandits via Misspecification Reductions

    Jul 3, 2026Zihao Hu, Yuan Yao, Jiheng Zhang +1Dynamic Regret MinimizationNon-Stationary Bandits

    Department of Mathematics, The Hong Kong University of Science and Technology

  12. Priced Motion Through Optimal Faces: A Normal-Fan Geometry for Non-Stationary Adversarial MDPs

    Jun 27, 2026Kai HidajatNon-Stationary RLMarkov Decision Processes

    Komori Research

  13. Multi-Armed Bandits with Arriving Arms: Sequential Screening, Dynamic Regret, and Sublinear Guarantees

    Jun 8, 2026Deqi Zheng, Xiaoyang Xu, Yuhong YangMulti-Armed BanditsDynamic Regret Minimization

    Qiuzhen College, Tsinghua University · Yau Mathematical Sciences Center, Tsinghua University

  14. Nonstationary Generalized Linear Bandits with Discounted Online Mirror Descent

    May 25, 2026Joongkyu Lee, Min-hwan OhMulti-Armed BanditsDynamic Regret Minimization

    Seoul National University

  15. Bandit Convex Optimization with Gradient Prediction Adaptivity

    May 21, 2026Shuche Wang, Adarsh Barik, Vincent Y. F. TanOnline Convex OptimizationDynamic Regret Minimization

    Department of Mathematics, National University of Singapore, Singapore · Department of Computer Science and Engineering, Indian Institute of Technology Delhi, India · Department of Electrical and Computer Engineering, National University of Singapore, Singapore

  16. DARLING: Detection Augmented Reinforcement Learning with Non-Stationary Guarantees

    Apr 17, 2026Argyrios Gerogiannis, Yu-Han Huang, Venugopal V. VeeravalliNon-Stationary RLRegret Minimization in RL

    ECE and CSL, The Grainger College of Engineering University of Illinois at Urbana-Champaign

  17. Improved Dimension Dependence for Bandit Convex Optimization with Gradient Variations

    Feb 4, 2026Hang Yu, Yu-Hu Yan, Peng ZhaoOnline Convex OptimizationDynamic Regret Minimization

    State Key Laboratory for Novel Software Technology, Nanjing University, China · School of Artificial Intelligence, Nanjing University, China