Distribution Shift Robustness

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26 papers in the last four weeks, up 225% on the four weeks before. 0.3% of all new papers.

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  1. Dual Strategies for Test-Time Adaptation

    Apr 19, 2026Nam Nguyen Phuong, Duc Nguyen The Minh, Phi Le Nguyen +2Distribution Shift RobustnessTest-Time Adaptation

    Institute for AI Innovation and Societal Impact, Hanoi University of Science and Technology · Monash University · Adelaide University

  2. Test-Time Adaptation for EEG Foundation Models: A Systematic Study under Real-World Distribution Shifts

    Apr 18, 2026Gabriel Jason Lee, Jathurshan Pradeepkumar, Jimeng SunDistribution Shift RobustnessElectroencephalography

    University of Illinois Urbana-Champaign, Urbana, IL, USA

  3. Reversible Residual Normalization Alleviates Spatio-Temporal Distribution Shift

    Apr 17, 2026Zhaobo Hu, Vincent Gauthier, Mehdi NaimaInvertible Neural NetworksDistribution Shift Robustness

    SAMOVAR, Télécom SudParis · Institut Polytechnique de Paris · CNRS – LIP6 +1

  4. Robustifying and Selecting Cohort-Appropriate Prognostic Models under Distributional Shifts

    Apr 16, 2026Dimitris Bertsimas, Carol Gao, Angelos G. Koulouras +1Distribution Shift RobustnessModel Calibration

    Operations Research Center, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA. · Sloan School of Management, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA. · Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA. +1

  5. Rank-Constrained Adaptation for Reliable Real-World Performance

    Feb 6, 2026Abinitha Gourabathina, Hyewon Jeong, Teya Bergamaschi +2Distribution Shift RobustnessLow-Rank Adaptation

    Department of Electrical Engineering & Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA · Harvard School of Medicine, Harvard, Boston, MA, USA.

  6. Factorizable joint shift revisited

    Jan 21, 2026Dirk TascheDistribution Shift RobustnessLabel Shift

    Centre for Business Mathematics and Informatics, North-West University, South Africa

  7. Multi-Distribution Robust Conformal Prediction

    Jan 6, 2026Yuqi Yang, Ying JinDistribution Shift RobustnessConformal Prediction

    Mathematics Department, The Hong Kong University of Science and Technology, Hong Kong, China · Department of Statistics and Data Science, University of Pennsylvania, Philadelphia, PA, USA.

  8. DUPLE: An Intelligent Cross-Deployment Recognition Framework for Fiber-Optic Perimeter Security under Scarce Target Labels

    Nov 22, 2025Yifan He, Haodong Zhang, Qiuheng Song +4Distribution Shift RobustnessMeta-Learning

    College of Smart Materials and Future Energy, Fiber-Optic Research Center, Fudan University, Shanghai 200433, China · School of Software, Northwestern Polytechnical University, Xi’an 710129, China · Sichuan Fujinan Technology Co., Ltd., Chengdu 611400, China +1

  9. Online conformal inference with retrospective adjustment for faster adaptation to distribution shift

    Nov 6, 2025Jungbin Jun, Ilsang OhnDistribution Shift RobustnessConformal Prediction

    Department of Statistics, Inha University

  10. CPATTA: Conformal Supervision Allocation For Active Test-Time Adaptation

    Sep 30, 2025Tingyu Shi, Fan Lyu, Haihua Zhu +2Distribution Shift RobustnessTest-Time Adaptation

    Computer Science and Engineering, University of California San Diego · New Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences · College of Computer Science and Electronic Engineering, Hunan University

  11. Improved Robustness from Biologically Inspired Sparse Contrast Representations

    Sep 29, 2025Lorena Stracke, Lia Nimmermann, Shashank Agnihotri +3Distribution Shift RobustnessImage Segmentation

    Media Systems, University of Siegen, Germany · Data and Web Science Group, University of Mannheim, Germany · Analogue Circuits and Image Sensors, University of Siegen, Germany +1

  12. Evaluating Out-of-Distribution Robustness in Graph-Based Android Malware Classification: A New Principled Benchmark

    Aug 8, 2025Ngoc N. Tran, Anwar Said, Waseem Abbas +2Distribution Shift RobustnessGraph Representation Learning

    Vanderbilt University, USA · Highmark Health, USA · University of Texas at Dallas, USA

  13. Semiparametric Inference for Counterfactual Regression under Intervention-Driven Shift

    Apr 3, 2025Kwangho KimDistribution Shift RobustnessSemiparametric Inference

    Department of Statistics, Korea University

  14. ForAug: Mitigating Biases in Image Classification via Controlled Image Compositions

    Mar 12, 2025Tobias Christian Nauen, Brian Moser, Federico Raue +2Distribution Shift RobustnessSynthetic Data Augmentation

    RPTU University Kaiserslautern-Landau, Kaiserslautern, Germany · German Research Center for Artificial Intelligence (DFKI), Kaiserslautern, Germany

  15. A Distributionally Robust Optimisation Approach to Fair Credit Scoring

    Feb 2, 2024Pablo Casas, Huan Yu, Christophe MuesDistribution Shift RobustnessFinancial Services

    Southampton Business School, University of Southampton, Southampton, SO16 7QF, United Kingdom

  16. Reliable learning in challenging environments

    Apr 6, 2023Maria-Florina Balcan, Steve Hanneke, Rattana Pukdee +1Distribution Shift RobustnessAdversarial Robustness

    Carnegie Mellon University · Purdue University

  17. Learning from a Biased Sample

    Sep 5, 2022Roshni Sahoo, Lihua Lei, Stefan WagerDistribution Shift RobustnessDistributionally Robust Optimization

    Stanford University