OOD Generalization

OOD: Out-of-Distribution

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29 papers in the last four weeks, up 263% on the four weeks before. 0.3% of all new papers.

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  1. AVSRBench: A Multi-Condition AVSR Benchmark

    Sep 9, 2026Rishabh Jain, Naomi HarteASR EvaluationOOD Generalization

    Sigmedia Group, School of Engineering Trinity College Dublin, Ireland

  2. Development and Validation of a Physics-Guided Machine Learning Extrapolation Framework Using a Classical Transient Diffusion Benchmark

    Sep 9, 2026Ashutosh Yadav, Alok Dubey, Prodyut Ranjan Chakraborty +1PDE Surrogate ModelingOOD Generalization

    Department of Mechanical Engineering, Indian Institute of Technology Jodhpur, Jodhpur 342030, India · Department of Aerospace Engineering, Indian Institute of Technology Jodhpur, Jodhpur 342030, India

  3. Accountable and uncertainty-aware evaluation of sensor-based AI under distribution shift: devices, subjects, and nearly three years underground

    Sep 8, 2026Benny Platte, Rico Thomanek, Christian Roschke +1AI AccountabilityUncertainty Quantification

    Mittweida University of Applied Sciences · Faculty of Applied Computer Sciences and Biosciences, Mittweida University of Applied Sciences, Mittweida, Germany

  4. RevalExo: A Functional Daily-Activity Benchmark for Inertial and Visual Locomotion Mode Recognition in Older Adults and Clinical Cohorts

    Sep 8, 2026Diwas Lamsal, Juha Carlon, Reinhard Claeys +8Human Activity RecognitionOOD Generalization

    KU Leuven Leuven, Belgium · Vrije Universiteit Brussel Brussels, Belgium · Delft University of Technology Delft, The Netherlands

  5. Marigold V2: Revisiting Diffusion Transformers for Monocular Depth Estimation

    Sep 8, 2026Igor Pavlovic, Thiemo Wandel, Anton Obukhov +6Diffusion TransformerOOD Generalization

    EPFL, HUAWEI Bayer Lab, Switzerland · HUAWEI Bayer Lab, Switzerland · University of Bologna, Italy +1

  6. DF26: We Cannot Tell Fake From Real Anymore

    Sep 7, 2026Severyn Shykula, Andrii Yermakov, Ivan Samarskyi +3Text-to-Video GenerationOOD Generalization

    Ukrainian Catholic University · Faculty of Electrical Engineering, Czech Technical University in Prague · Hover Inc., USA +1

  7. Weakly-supervised Kidney Tumor Classification from CT Scans with Multi-Instance Learning and Anatomical Filtering

    Sep 7, 2026Joonas Ariva, Dmytro FishmanOOD GeneralizationMedical Image Classification

    University of Tartu, Tartu, Estonia · STACC, Tartu, Estonia · Better Medicine, Tartu, Estonia

  8. Out-of-Distribution Generalisation with Sequence Models in Offline Multi-Agent Reinforcement Learning

    Sep 3, 2026Oussama Hidaoui, Omer Ebead, Ulrich Armel Mbou Sob +14Zero-Shot LearningReinforcement Learning

    InstaDeep · AIMS · Stellenbosch University

  9. Textual Acoustic Grounding for Generalizable LLM-Based Deepfake Voice Detection

    Aug 31, 2026Yassine El Kheir, Xin Wang, Wanqing Ge +3Audio Deepfake DetectionOOD Generalization

    German Research Center for Artificial Intelligence (DFKI), Berlin, Germany · Technical University of Berlin, Berlin, Germany · National Institute of Informatics, Tokyo, Japan

  10. Benchmarking Peptide-Protein Affinity Prediction Across Peptide and Target Shifts

    Aug 31, 2026Jiaxin Tian, Darren An, Jun LiProtein-Ligand Binding Affinity PredictionOOD Generalization

    College of Biology, Hunan University, Changsha, Hunan, China · 2Lingang Laboratory, Shanghai, China

  11. Reliability analysis for BraTS-GoAT segmentation: a controlled robustness study of deep-ensemble uncertainty

    Aug 13, 2026Riya Deepak Shet, Le ZhangUncertainty QuantificationNeural Network Robustness

    Department of Cancer and Genomic Sciences, School of Medical Sciences, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom · Department of Electronic, Electrical and Systems Engineering, School of Engineering, College of Engineering and Physical Sciences, University of Birmingham, Birmingham, United Kingdom

  12. PatchGen: Learning Soft Intra-Image Predictive Subsets for Visual Generalization

    Aug 13, 2026Zhaorui Tan, Weimiao Yu, Xi YangOOD Generalization

    Agency for Science, Technology and Research (A*STAR), Singapore · Xi’an Jiaotong-Liverpool University, Suzhou, China

  13. Epiplexity Guided Data Selection and Generation for Out-of-Distribution Generalization

    Aug 12, 2026Ellen Su, Andres Potapczynski, Shikai Qiu +2Synthetic Data GenerationOOD Generalization

    New York University · Inherent

  14. Large-scale AI-Ready Data for Anti-Cancer Drug Response Modeling

    Aug 11, 2026Vincent Lavelle, Yitan Zhu, Kaitlyn Marlor +2Benchmark DesignOOD Generalization

    Division of Data Science and Learning, Argonne National Laboratory · Computing, Environment, and Life Sciences, Argonne National Laboratory · Department of Computer Science, University of Chicago

  15. Learning How the World Evolves: Extrapolative Video World Models via Latent Dynamics Reasoning

    Aug 10, 2026Haodong Li, Shaoteng Liu, Tianyu Wang +7Physical Consistency in Video GenerationPhysical Reasoning

    1UCSD 2Adobe

  16. Domain-Aware Pruning: Sparsity and Domain Generalization via Regularized Probabilistic Masking

    Aug 9, 2026Parham Sazdar, Mostafa Tavassolipour, Reshad HosseiniDomain GeneralizationOOD Generalization

    Department of Electrical and Computer Engineering, University of Tehran, Tehran, Iran

  17. Out-of-Distribution Federated Distillation with Domain-Aware Proxy

    Aug 9, 2026Jiahao Xiao, Jiangming LiuOOD GeneralizationFederated Knowledge Distillation

    School of Information Science and Engineering, Yunnan University, China

  18. Why Knowing Both Hops Is Not Enough: Understanding Two-Hop Generalization in Language Models

    Aug 7, 2026Zili Zhang, Yilin Wang, Heng Wang +2Transformer InterpretabilityOOD Generalization

    1Xi’an Jiaotong University · University of Illinois Urbana-Champaign

  19. SkillTFM: Gated Skill Evolution for Training-Free Adaptation of Tabular Foundation Models

    Aug 6, 2026Yi He, Zhengkang Guan, Anpeng Wu +3Tabular Foundation ModelsTest-Time Adaptation

    Zhejiang University, Hangzhou, China · Tsinghua University, Beijing, China

  20. Why the Third Axis Is Freedom

    Aug 5, 2026Michael Timothy BennettOOD GeneralizationGenerative Modeling

    Machine Intelligence and Normative Theory Lab, The Australian National University Canberra, ACT 2601, Australia

  21. Protoreasoning in Tiny Transformers

    Aug 5, 2026Eduardo Valle, Fergal ReidCoT ReasoningOOD Generalization

    Fin AI Research

  22. 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

  23. Conditionally Identifiable Latent-Environment Modeling for Out-of-Distribution Recommendation

    Aug 4, 2026Qianqian Wang, Wenwu Gong, Yunshan Li +3Latent Variable ModelsOOD Generalization

    Shenzhen Key Laboratory of Safety and Security for Next Generation of Industrial Internet, Southern University of Science and Technology, Shenzhen, China · Department of Statistics and Data Science, Southern University of Science and Technology, Shenzhen, China · School of Mathematical and Computational Sciences, Massey University, Auckland, New Zealand

  24. 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

  25. Convex-Hull-Neighborhood Smooth Dual Generalization: Controlling Local Correction Propagation in Offline RL

    Aug 4, 2026Yi Yang, Zhennan Chen, Mingfeng Lv +3OOD GeneralizationOffline RL

    1Xiamen University · 2Nanjing University · 3Zhejiang Gongshang University

  26. Contrast-invariant deep ptychography neural networks

    Aug 3, 2026Albert Vong, Steven Henke, Oliver Hoidn +6OOD GeneralizationImage Reconstruction

    Argonne National Laboratory, Lemont, Illinois 60439, USA · SLAC National Accelerator Laboratory, Menlo Park, California 94025, USA · Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, California 94720, USA

  27. Reassessing the Feasibility of PPG-Based Non-Invasive Blood Glucose Level Estimation

    Aug 3, 2026Supraja Ramesh, Markus Neufeld, Michael Küttner +2Data LeakageOOD Generalization

    Karlsruhe Institute of Technology, Karlsruhe, Germany

  28. Can We Trust In-Distribution Success? Locked Evaluation Reveals Transfer Failure and Sampling-Depth Entanglement in CRISPRi Perturbation Prediction

    Jul 31, 2026Mehrdad Shoeibi, Niloofar YousefiOOD GeneralizationSingle-Cell Perturbation Modeling

    University of Central Florida

  29. Assessing the Generalization of Graph Neural Networks for Fault Location Across Increasing Distributed Energy Resource Penetration Levels

    Jul 31, 2026Burak Karabulut, Olayiwola Arowolo, Carlo Manna +2OOD GeneralizationFault Localization

    Dept. of Information Technology, IDLab Ghent University – imec, Ghent, Belgium · Water and Energy Transition Unit VITO, Mol, Belgium · Dept. Electrical Sustainable Energy TU Delft, Delft, Netherlands

  30. Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning

    Jul 30, 2026Muhammad Umar Farooq, Kutub Uddin, Awais Khan +1Multi-View LearningOOD Generalization

    College of Innovation and Technology University of Michigan, Flint, MI 48502