Cross-Dataset Generalization

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9 papers in the last four weeks, up 50% on the four weeks before. 0.1% of all new papers.

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  1. Domain Shift in Echocardiography: Interpretable Quantification and Prediction of Cross-Dataset Left Ventricular Segmentation

    Jul 22, 2026Soroush Elyasi, Nasim Dadashi Serej, Julie Wall +1Ultrasound Image SegmentationDistribution Shift

    THRIVE Centre, School of Computing and Engineering, University of West London, London, UK · School of Computing and Engineering, University of West London, London, UK

  2. Cross-Dataset Generalization in Breast MRI Tumor Classification via Class-Wise Dataset Mixing

    Jul 21, 2026Mohammad Ali Dadrast, Hamid UsefiAlgorithmic BiasMedical Image Classification

    Data Science Program Memorial University of Newfoundland St. John’s, Canada · Department of Mathematics and Statistics Memorial University of Newfoundland St. John’s, Canada

  3. SpEmoC: A Balanced Speaker-Segment Multimodal Emotion Benchmark

    Jul 20, 2026Sania Bano, Shahzad Ahmad, Santosh Kumar Vipparthi +2Emotion Recognition in ConversationsMultimodal Emotion Recognition

    CVPR Lab, Indian Institute of Technology Ropar, India · Østfold University College, Norway · CVPR Lab, SCSS, Trinity College Dublin, Ireland

  4. CardioMeta: Calibrated Multi-Task Prediction of Diabetes, Hypertension, and Cardiovascular Disease Across Population and EHR Data

    Jul 17, 2026S M Asif Hossain, Ruksat Khan Shayoni, M. F. Mridha +1Multi-Task LearningModel Calibration

    School of Computing, Wichita State University, Kansas, USA · Department of Computer Science and Engineering, American International University-Bangladesh, Bangladesh · School of Computer Science and Engineering, The University of Aizu, Aizuwakamatsu, Japan

  5. RED-Sphere: Hyperspherical Residual Edge Debiasing for Cross-Population Fundus Disease Domain Generalization

    Jul 12, 2026Yan Lin, Ziheng Wang, Shuang Chen +2Distribution Shift RobustnessMedical Image Classification

    Newcastle University Newcastle upon Tyne, UK · King Abdullah University of Science and Technology (KAUST) Thuwal, Saudi Arabia · Durham University Durham, UK

  6. Annotation-Free Furniture Codes: What They Encode, and How Far They Transfer

    Jul 11, 2026Benjamin FriedmanPoint Cloud Learning3D Representation Learning

    DLR Group

  7. Unsupervised Domain Adaptation for Calcification Classification in Mammography Across Multi-Site Datasets

    Jul 7, 2026Xuan Liu, Derek L. Nguyen, Emily C. Barre +7Unsupervised Domain AdaptationMammography

    Department of Electrical and Computer Engineering and the Department of Radiology, Duke University, Durham, NC, USA · Department of Radiology, Duke University, Durham, NC, USA · Duke University School of Medicine, Durham, NC, USA +3

  8. SleepBand: Single-Source Domain Generalization for Sleep Staging via Physiologically Structured Spectral Modeling

    Jul 6, 2026Zhi Lu, Yang Hu, Yan ChenSleep Stage ClassificationEEG Decoding

    Laboratory of Intelligent Collaborative Computing, University of Electronic Science and Technology of China, Chengdu 611731, China · School of Information Science and Technology, University of Science and Technology of China, Hefei 230026, China · School of Cyber Science and Technology, University of Science and Technology of China, Hefei 230026, China

  9. The Good, the Bad, and the Brittle: Benchmarking Robustness and Generalisation of Histopathology Foundation Models

    Jul 5, 2026Dhyey Yajnik, Amina Asif, Fayyaz MinhasDistribution Shift RobustnessNeural Network Robustness

    Predictive Systems in Biomedicine Lab, Tissue Image Analytics Centre, Department of Computer Science, University of Warwick, United Kingdom

  10. Masked Generative-Contrastive Representation Learning for Cross-Dataset EEG-Based Emotion Recognition

    Jul 5, 2026Huqin Weng, Jiayang Huang, Yimin Wen +3Contrastive LearningSelf-Supervised Learning

  11. SHIFT: Survival Prediction from Incomplete and Heterogeneous Genomic Data

    Jul 4, 2026Muhammet Sami Yavuz, Ayhan Can Erdur, Sabri Mustafa Kahya +2Cancer GenomicsCancer Survival Prediction

    AI for Image-Guided Diagnosis and Therapy, School of Medicine and Health, Technical University of Munich (TUM), Munich, Germany · Munich Center for Machine Learning (MCML) · Department of Radiation Oncology, TUM University Hospital +4

  12. Unveiling Transferability in Trajectory Prediction via Latent Scene Embeddings

    Jun 29, 2026Theodor Westny, David Axelsson, Björn Olofsson +1Representational Similarity AnalysisMulti-Agent Trajectory Prediction

    Division of Vehicular Systems, Linköping University, Linköping, Sweden · Department of Automatic Control, Lund University, Lund, Sweden

  13. CAN We Trust Your Results? A Cross-Dataset Study of Automotive IDS Evaluation

    Jun 29, 2026Beatrix Koltai, Gergely Acs, Andras GazdagBenchmark DesignNetwork Intrusion Detection

    Laboratory of Cryptography and System Security (CrySyS Lab), Budapest University of Technology and Economics, Hungary · HUN-REN-BME Information Systems Research Group, Hungary

  14. Beyond IID: How General Are Tabular Foundation Models, Really?

    Jun 29, 2026Lennart Purucker, Andrej Tschalzev, Nick Erickson +7Tabular Foundation ModelsOOD Generalization

    1Prior Labs · University of Mannheim · 4INRIA Saclay +5

  15. Underwater Source Detection and Classification for Signal-based Surveillance: Audio Dataset Curation and Cross-Domain Evaluation

    Jun 27, 2026Quoc Thinh Vo, David K. HanTraining Data CurationAudio Classification

    Department of Electrical and Computer Engineering, Drexel University, Philadelphia, PA, USA

  16. Do Diabetic Foot Ulcer Segmentation Models Generalize? A Cross-Dataset Benchmark of CNN and Transformer Architectures

    Jun 27, 2026Abderrahmane BenfatahMedical DiagnosisMedical Image Segmentation

    King Saud University, Riyadh, Saudi Arabia

  17. SAGE: An Expert-Annotated South Asian GI Endoscopy Dataset for Multimodal Learning and Hallucination Analysis

    Jun 20, 2026Niyoj Oli, Sachin Acharya, Sandesh Pokhrel +7EndoscopyMedical Imaging

    Nepal Applied Mathematics and Informatics Institute for Research, Nepal · University of Utah, USA · GastroIntestinal Department, Dhulikhel Hospital, Nepal +3

  18. Zero-Shot Vision-Language Models for Classroom Engagement Recognition: A Benchmark Study of Prompt Sensitivity and Cross-Dataset Generalization

    Jun 20, 2026Aman Goyal, Kshama Nitin Shah, Kemmannu Vineet Venkatesh RaoVLM EvaluationZero-Shot Learning

    Carnegie Mellon University · University of Michigan, Ann Arbor · Magna International

  19. When AUC Misleads: Polarization-Aware Evaluation of Deepfake Detectors under Domain Shift

    Jun 17, 2026Dat Nguyen, Cosmin Radoi, Romain Hermary +4Distribution ShiftDeepfake Detection

    CVI2, SnT, University of Luxembourg · Cristal Laboratory, National School of Computer Sciences, University of Manouba

  20. A Large Scale Open-Source Image and Video Dataset for Robust Wildfire Detection and Classification

    Jun 8, 2026Emadeldeen Hamdan, Yingyi Luo, B. Ugur Toreyin +4Wildfire DetectionCross-Dataset Generalization

    Department of Electrical and Computer Engineering, University of Illinois Chicago, Chicago, IL, USA · Informatics Institute, Istanbul Technical University, ˙Istanbul, Türkiye · USDA Forest Service Pacific Wildland Fire Sciences Laboratory, Washington, USA +1

  21. Towards Graph Foundation Models for Dynamics in Complex Networked Systems: Lessons from Super-Spreader Identification in Multilayer Networks

    Jun 6, 2026Michał Czuba, Mateusz Stolarski, Adam Piróg +2Dynamical SystemsGraph Foundation Models

    Department of Artificial Intelligence, Wrocław University of Science and Technology, Wrocław, Poland · Semantics, Warsaw, Poland

  22. Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis

    Jun 6, 2026Zhuolin Yi, Jun Xue, Yanzhen Ren +5Training Data CurationASVspoof

    School of Cyber Science and Engineering, Wuhan University, China

  23. New Benchmarking Shows Limited Generalization Power of TCR Antigenic Epitope Prediction Models

    Jun 3, 2026Yiming Liao, Yiheng Li, Ning Jiang +2Cross-Dataset Generalization

    Trustworthy and Intelligent Computing Lab (TAIC), Department of Computer Science and Electrical Engineering, University of Maryland, Baltimore County, Baltimore, Maryland 21250, USA · Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA · Department of Bioengineering, University of Pennsylvania, Philadelphia, PA 19104, USA +5

  24. Evaluating Real-World Generalizability of Algorithm Selection Models

    Jun 1, 2026Gjorgjina Cenikj, Jakub Kudela, Eva Tuba +1Algorithm SelectionCross-Domain Generalization

    Computer Systems Department Jožef Stefan Institute Ljubljana, Slovenia · Brno University of Technology Brno, Czech Republic

  25. Generalization Limits in Vehicle Re-Identification

    Jun 1, 2026Anis Yassine Ben Mabrouk, Antoine Tadros, Rafael Grompone von Gioi +3Fine-Grained Visual PerceptionCross-Dataset Generalization

    CB · Universit´e Paris-Saclay, ENS Paris-Saclay, CNRS, Centre Borelli · CMLA, LIGM +3

  26. Chem-PerturBridge: a harmonized compendium of small molecule perturbation transcriptomic effects

    May 29, 2026Artur Szałata, Olga Novitskaia, Maiia Shulman +3Cross-Dataset GeneralizationMolecular Representation Learning

    Institute of Computational Biology, Helmholtz Center Munich · TUM School of Life Sciences Weihenstephan, Technical University of Munich · Institut Curie, INSERM U1331, Computational Oncology +1

  27. Half-Truth Audio Detection and Localisation: A Lightweight Cross-Attentive Architecture and a Cross-Corpus Diagnostic Study

    May 28, 2026S. Sutharya, Remya K. SasiAudio Deepfake DetectionCross-Attention

    aDepartment of Computer Science, Cochin University of Science and Technology, India

  28. Robust Cross-Domain Generalization Using Unlabeled Target Data with Source-Domain Supervision

    May 27, 2026Yuyue Zhou, Shrimanti Ghosh, Michael +7Ultrasound Image SegmentationUnsupervised Domain Adaptation

    Kai Yue · Department of Radiology and Diagnostic Imaging, University of Alberta, 8303 112 St NW, Edmonton, T6G 2T4, AB, Canada

  29. Explaining Tabular Foundation Model Differences Through Meta-Features

    May 27, 2026Markus Herre, Andrej Tschalzev, Sascha Marton +1Tabular Foundation ModelsTabular ML

    Clausthal University of Technology, Clausthal-Zellerfeld, Germany · University of Mannheim, Mannheim, Germany

  30. SpatialBench: Is Your Spatial Foundation Model an All-Round Player?

    May 26, 2026Haosong Peng, Hao Li, Jiaqi Chen +10Representation LearningBenchmark Design

    1Hong Kong University of Science and Technology · 2Nanyang Technological University · 3Northwestern Polytechnical University +2