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. CHOIR: heterogeneity-aware conformal prediction for crash injury severity across driver safety strata

    Sep 10, 2026Amir Rafe, Subasish DasDistribution Shift RobustnessGroup-Conditional Conformal Prediction

    Civil Engineering, Texas State University, 601 University Drive, San Marcos, 78666 TX, USA

  2. Are Image Generators Zero-Shot Perceivers? A Rigorous Evaluation

    Sep 7, 2026Shangzhe Di, Zhaokai Wang, Weidi XieDistribution Shift RobustnessZero-Shot Learning

    Shanghai Jiao Tong University, China

  3. RobustSeiz: An Open-Source Framework for Benchmarking the Robustness of EEG Seizure Detection Models

    Sep 3, 2026Mohammad Mohammadi, Alireza ZareiDistribution Shift RobustnessEEG Seizure Detection

    Department of Mathematical Sciences, Sharif University of Technology, Tehran, Iran

  4. Mind the Gap: Robustness Risks in PII Detection Systems

    Sep 3, 2026Adeel Zafar, Slawomir NowaczykDistribution Shift RobustnessPII Detection

    Center for Applied Intelligent Systems Research, Halmstad University, Sweden

  5. SAGE: Subpopulation-Aware Generative Enhancement for Mitigating Spurious Correlations

    Sep 1, 2026Yiming Luo, Rongqiang Zhao, Jie LiuDistribution Shift RobustnessSynthetic Data Augmentation

    1Harbin Institute of Technology · 2State Key Laboratory of Smart Farm Technologies and Systems

  6. Continual Test-Time Adaptation via Entropy Sensitivity-Guidance in Strict Online Setting

    Aug 30, 2026Chandler Timm C. Doloriel, Yunbei Zhang, Muhammad Salman Siddiqui +4Distribution Shift RobustnessTest-Time Adaptation

    Faculty of Science and Technology (REALTEK), Norwegian University of Life Sciences (NMBU) · Tulane University

  7. A Unified Perspective on Conformal Prediction and Wasserstein Distributionally Robust Optimization for Uncertainty Quantification

    Aug 30, 2026Kehan Long, Yiqi Zhao, Pol Mestres +3Distribution Shift RobustnessUncertainty Quantification

    Contextual Robotics Institute, University of California San Diego, La Jolla, CA, USA · Thomas Lord Department of Computer Science, University of Southern California, Los Angeles, CA, USA · Department of Mechanical and Civil Engineering, California Institute of Technology, Pasadena, CA, USA +1

  8. GramLoop: Training-Free Gram-Gated Replay for Robust Dense Prediction

    Aug 29, 2026Yang Chen, Canyu Shen, Xinzhe Rao +5Distribution Shift RobustnessTest-Time Adaptation

    Huazhong University of Science and Technology · Tongji University · King Abdullah University of Science and Technology +2

  9. ProME: Prototype-Margin Environments with Repair-Aware Selection for Group-Robust Learning

    Aug 13, 2026Qianqian Wang, Yunshan Li, Dawei Huang +2Distribution Shift RobustnessSpurious Correlation Robustness

    aShenzhen Key Laboratory of Safety and Security for Next Generation of Industrial Internet, Shenzhen, China · bDepartment of Statistics and Data Science, Southern University of Science and Technology, Shenzhen, China

  10. Statistical Properties of Robust Learning under Distributional Shifts

    Aug 13, 2026Zhiyi Li, Xiaojie Mao, Yunbei Xu +1Distribution Shift RobustnessDistributionally Robust Optimization

    National University of Singapore · Tsinghua University · University College London

  11. From Uncertainty to Failure Attribution: Self-Diagnosing Models for Failure Attribution under Distribution Shift

    Aug 8, 2026Yiyao YangDistribution Shift RobustnessUncertainty Quantification

    Columbia University

  12. Target-Weighted Neyman Allocation: Experimental Design for Heterogeneous Treatment Effects under Population Shift

    Aug 6, 2026Hoang Dang, Luan Pham, Minh NguyenDistribution Shift RobustnessCausal Effect Estimation

    Independent Researcher · University of New South Wales, Australia · Florida Atlantic University, USA

  13. MGSB: Manifold Gated Signature Branch Pressure-Domain Baseline Architecture for Two-Phase Pipeline Flows Under Distributional Shift

    Aug 5, 2026Issah Suleiman, Sormeh Serpoosh, Nadine Elkholy +3Distribution Shift RobustnessOOD Generalization

  14. Robustness Emerges Early in Training Dynamics, but Is Not Preserved

    Aug 5, 2026Jiangang Yang, Wenhui Shi, Lu Hu +2Distribution Shift RobustnessRepresentation Learning

    Institute of Microelectronics, Chinese Academy of Sciences, Beijing, China · University of Chinese Academy of Sciences, Beijing, China

  15. When Proxy Prediction Becomes Equation Reconstruction: Diagnostics and Residual Learning for Factor-Derived Proxy Supervision

    Aug 5, 2026Chayan Lahiri, Ahmed Shafee, Cody FehringerDistribution Shift RobustnessResidual Learning

    Department of Geosciences, Adams State University, Alamosa, Colorado, USA · Department of Computer Science, Adams State University, Alamosa, Colorado, USA · Devils Staircase Wildland Fire Module, Siuslaw National Forest, US Forest Service

  16. Test-Time Augmentation for Tabular-to-Image Classifiers under Distribution Shifts

    Aug 4, 2026Malena Loza, Felipe Grijalva, Eva Milara +3Distribution Shift RobustnessDistribution Shift

    Colegio de Ciencias e Ingenierías, Universidad San Francisco de Quito (USFQ), Quito, Ecuador · Department of Signal Theory and Communications, Telematics and Computing Systems, Rey Juan Carlos University, Madrid, Spain · Faculty of Experimental Sciences, Universidad Francisco de Vitoria, Madrid, Spain

  17. Population-Robust Feature Selection via Generalized Welfare Optimization

    Aug 3, 2026Ruiqi Lyu, Alistair Turcan, Bryan WilderDistribution Shift RobustnessFeature Selection

    Carnegie Mellon University

  18. Trustworthy AI in Digital Health: A Comprehensive Review of Robustness and Explainability

    Aug 3, 2026Abdullah Mamun, Shovito Barua Soumma, Hassan GhasemzadehDistribution Shift RobustnessExplainable Artificial Intelligence

    College of Health Solutions, Arizona State University, Phoenix, AZ, USA · School of Computing and Augmented Intelligence, Arizona State University, Tempe, AZ, USA

  19. Subtype Robustness Is Not Just Accuracy: Calibration Under Unseen Subtype Shift

    Aug 2, 2026Hanyu Su, Carlota Julbe i Juanola, Yibo HuDistribution Shift RobustnessNeural Network Robustness

    Illinois Institute of Technology

  20. Augmented Inverse Hybrid Weighting: Robust Inference under Deterministic and Random Distribution Shifts

    Aug 1, 2026Ying Jin, Ying Jin, Dominik RothenhäuslerInverse Probability WeightingDistribution Shift Robustness

  21. Learning the Pareto Frontier of Predictive Models under Distribution Shift

    Aug 1, 2026Yiming Dong, Jiwei Zhao, Yang Young LuDistribution Shift RobustnessVision Foundation Model Adaptation

    Department of Biostatistics & Medical Informatics, University of Wisconsin–Madison · Department of Statistics, University of Wisconsin–Madison · Department of Biomedical Engineering, University of Wisconsin–Madison

  22. KAISEN: Reproducible Subgroup Fairness Auditing for Clinical Risk Models

    Jul 30, 2026Sparsh Roy, Samuel Girmachew, Nishita ChavanDistribution Shift RobustnessAlgorithmic Fairness

    Massachusetts Institute of Technology · Hopewell Valley Central High School · East Brunswick High School

  23. Empirical Evaluation of Out-Of-Distribution Performance of Tabular Foundation Models

    Jul 28, 2026Malena Loza, David Chushig-Muzo, Eva Milara +3Distribution Shift RobustnessTabular Foundation Models

    Colegio de Ciencias e Ingenierías, Universidad San Francisco de Quito (USFQ), Quito, Ecuador · Department of Signal Theory and Communications, Telematics and Computing Systems, Rey Juan Carlos University, Madrid, Spain · Facultad de Ingeniería, Universidad Latina de Panamá, Ciudad de Panamá, Panamá

  24. A Distributional Robustness Margin For Pathology Foundation Models

    Jul 28, 2026Clément Grisi, Jeroen van der Laak, Geert LitjensDistribution Shift RobustnessNeural Network Robustness

    Department of Pathology, Radboud University Medical Center, Nijmegen, The Netherlands

  25. Smart predict-then-robustly-optimize

    Jul 23, 2026Aakil Caunhye, Xuefei Lu, Belen Martin-BarraganDistribution Shift RobustnessPredict-Then-Optimize

  26. Learning Semantic-Robust Change Detection via Semantic-Invariant Self-Distillation

    Jul 21, 2026Jiuhe Qu, Yingping Liang, Ying FuDistribution Shift RobustnessRemote Sensing Change Detection

    Beijing Institute of Technology, Beijing, China

  27. Recti-Q: Feature-Space Rectification for Out-of-Distribution-Robust Quantized Perception in Edge Robotics

    Jul 20, 2026Hamidreza Yaghoubi Araghi, Parastoo Pilevar, Ming C. LinDistribution Shift RobustnessImage Corruption Robustness

    University of Maryland, College Park, MD, USA

  28. The Label Complexity of Useful Class-Conditional Prediction Sets under Distribution Shift

    Jul 20, 2026Weijia Han, Lisha Qu, Tianxin Zhou +2Distribution Shift RobustnessConformal Prediction

    University of Washington

  29. Does Robust VIO Need More Learning? Geometry-Verified Visual Measurements under Distribution Shift

    Jul 20, 2026Yangyang Ning, Shu Liang, Quanbo Ge +3Distribution Shift RobustnessVisual-Inertial Odometry

    Department of Control Science and Engineering, Tongji University, Shanghai 201804, China

  30. Distributionally Robust and Safe Imitation Learning

    Jul 15, 2026Ahmed Aboudonia, Naira HovakimyanDistribution Shift RobustnessDistributionally Robust Optimization

    University of California Berkeley, Berkeley, CA 94720, USA · University of Illinois Urbana-Champaign, Urbana, IL 61801, USA