Cross-Dataset Generalization

Ask about this topic

Momentum

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

Jul 13Week of Sep 28
View on map

Latest papers 85

All topics
CardsList

  1. Discrepancy Minimization Improves Cross-Hospital Robustness in Digital Pathology

    May 24, 2026Ben Vardi, Dana Schonberger, Yuval Friedmann +4Computational PathologyUnsupervised Domain Adaptation

    Reichman University, Herzliya, Israel · Institute of Pathology, Sheba Medical Center, Ramat-Gan, Israel · Technion - Israel Institute of Technology, Haifa, Israel

  2. Position: AI for Science Should Treat Measurement-to-Dataset Pipelines as Inference Components

    May 23, 2026Ling Zhan, Xiaoyao Yu, Tao JiaAI for ScienceUncertainty Quantification

    College of Computer and Information Science, Southwest University, Chongqing, China · Chongqing Key Laboratory of Brain-Inspired Cognitive Computing and Educational Rehabilitation for Children with Special Needs, Chongqing Normal University, Chongqing, China · College of Computer and Information Science, Chongqing Normal University, Chongqing, China

  3. Calibration, Uncertainty Communication, and Deployment Readiness in CKD Risk Prediction: A Framework Evaluation Study

    May 20, 2026Michael O. EnioladeUncertainty QuantificationConformal Prediction

    University of the Cumberlands

  4. NeighborDiv: Training-free Zero-shot Generalist Graph Anomaly Detection via Neighbor Diversity

    May 20, 2026Kaifeng Wei, Teng Liu, Liang Dong +2Zero-Shot Anomaly DetectionCross-Dataset Generalization

    School of Software Technology Zhejiang University Ningbo, China · School of Advanced Technology Xi’an Jiaotong-Liverpool University Suzhou, China

  5. EAGT: Echocardiography Augmentation for Generalisability and Transferability

    May 14, 2026Soroush Elyasi, Sara Adibzadeh, Nasim Dadashi Serej +1Ultrasound Image SegmentationData Augmentation

    THRIVE Centre, University of West London, London, United Kingdom

  6. How Sensitive Are Radiomic AI Models to Acquisition Parameters?

    May 14, 2026D. Gil, I. Sanchez, C. SanchezMedical ImagingMedical Diagnosis

    Universitat Autònoma de Barcelona and Computer Vision Center, Edifici O, Campus UAB, Bellaterra (Cerdanyola), 08193, Barcleona, Spain

  7. TokaMind for Power Grid: Cross-Domain Transfer from Fusion Plasma

    May 10, 2026JC Wu, Norton Lee, Kai Siang ChenTime Series ClassificationCross-Domain Transfer Learning

    TaiScience Research Group, affiliated with Fu Jen Catholic University, Taiwan · Center for Geometry and Physics, Institute for Basic Science (IBS), South Korea · Fu Jen Catholic University, Taiwan

  8. 123D: Unifying Multi-Modal Autonomous Driving Data at Scale

    May 8, 2026Daniel Dauner, Valentin Charraut, Bastian Berle +10Autonomous Driving DatasetsAutonomous Driving

    1KE:SAI · University of Tübingen, Tübingen AI Center · 4Valeo Brain +4

  9. STDA-Net: Spectrogram-Based Domain Adaptation for cross-dataset Sleep Stage Classification

    May 7, 2026Unaza Tallal, Shruti Kshirsagar, Ankita ShuklaElectroencephalographySleep Stage Classification

    School of Computing, Wichita State University, 1845 N. Fairmount, Wichita, KS 67260, USA · Computer Science and Engineering Department, University of Nevada, Reno, NV, USA

  10. YOTOnet: Zero-Shot Cross-Domain Fault Diagnosis via Domain-Conditioned Mixture of Experts

    May 6, 2026Zesen Wang, Zihao Wu, Yue Hu +2Cross-Domain Transfer LearningBearing Fault Diagnosis

    School of Mechanical and Power Engineering, East China University of Science and Technology, Shanghai, China

  11. A Domain Incremental Continual Learning Benchmark for ICU Time Series Model Transportability

    May 5, 2026Ryan King, Conrad Krueger, Ethan Veselka +2Clinical Outcome PredictionDomain-Incremental Learning

    Computer Science & Engineering, Texas A&M University, College Station, United States

  12. Validation of an AI-based end-to-end model for prostate pathology using long-term archived routine samples

    May 4, 2026Xiaoyi Ji, Renata Zelic, Oskar Aspegren +11Computational PathologyDomain Generalization

    Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden · Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden · Department of Pelvic Cancer, Cancer Theme, Karolinska University Hospital, Stockholm, Sweden +8

  13. Benchmarking bandgap prediction in semiconductors under experimental and realistic evaluation settings

    Apr 28, 2026Haolin Wang, Xianyuan Liu, Anna Jungbluth +3Benchmark DesignInterpretable ML

    Centre for Machine Intelligence, University of Sheffield, Sheffield, S1 3JD, UK · School of Computer Science, University of Sheffield, Sheffield, S1 4DP, UK · Climate Office, European Space Agency, Harwell, OX11 0FD, UK +2

  14. Robust and Clinically Reliable EEG Biomarkers: A Cross Population Framework for Generalizable Parkinson's Disease Detection

    Apr 27, 2026Nicholas R. Rasmussen, Longwei Wang, Rodrigue Rizk +5Distribution Shift RobustnessElectroencephalography

    USD AI Research, Department of Computer Science, University of South Dakota, Vermillion, SD 57069, USA · Biomedical and Translational Sciences, Sanford School of Medicine, University of South Dakota, Vermillion, SD 57069, USA · Department of Sport, Exercise and Rehabilitation, Northumbria University, Newcastle upon Tyne, NE1 8ST, United Kingdom +1

  15. Rethinking Cross-Domain Evaluation for Face Forgery Detection with Semantic Fine-grained Alignment and Mixture-of-Experts

    Apr 23, 2026Yuhan Luo, Tao Chen, Decheng LiuImage Forgery DetectionMixture of Experts

    School of Cyber Engineering, Xidian University, Xi’an 710071, Shaanxi, P. R. China

  16. Pretrain Where? Investigating How Pretraining Data Diversity Impacts Geospatial Foundation Model Performance

    Apr 22, 2026Amandeep Kaur, Mirali Purohit, Gedeon Muhawenayo +2Geospatial Foundation ModelsGeospatial Representation Learning

    1Arizona State University · University of Colorado Boulder

  17. Cross-Dataset Bloom Question Classification: Supervised Models and Prompted LLMs

    Apr 22, 2026Abdolali Faraji, Mohammadreza Molavi, Zohreh Rasoulkhani +2LLM EvaluationEducational Assessment

    Leibniz Information Centre for Science and Technology (TIB) · University of Genoa

  18. Multi-Domain Learning with Global Expert Mapping

    Apr 20, 2026Pourya Shamsolmoali, Masoumeh Zareapoor, Huiyu Zhou +3Vision Foundation Model AdaptationExpert Routing

    Department of Computer Science, University of York, UK · School of Computing and Mathematical Sciences, University of Leicester, UK · Centre for Vision Speech and Signal Processing, University of Surrey, UK +2

  19. 2D Pre-Training for 3D Pose Estimation

    Apr 19, 2026Liyao Jiang, Ruichen Chen, Keith G. Mills3D Human Pose EstimationHuman Pose Estimation

    University of Alberta

  20. Robust Diabetic Retinopathy Grading Using Dual-Resolution Attention-Based Deep Learning with Ordinal Regression

    Apr 19, 2026Afshan HashmiDiabetic Retinopathy GradingMulti-Scale Feature Fusion

    Tuwaiq Academy, Tuwaiq Research and Development Centre, Riyadh, Saudi Arabia

  21. 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

  22. Transcriptomic Models for Immunotherapy Response Prediction Show Limited Cross-cohort Generalisability

    Apr 7, 2026Yuheng Liang, Lucy Chhuo, Ahmadreza Argha +8Clinical Outcome PredictionOncology

    UNSW BioMedical Machine Learning Lab (BML), School of Biomedical Engineering, UNSW Sydney, Sydney, NSW, 2052, Australia · Garvan Institute of Meidical Research, Sydney, NSW, 2000, Australia · School of Biomedical Engineering, UNSW, Sydney, NSW, 2052, Australia +7

  23. Federated Learning for Surgical Vision in Appendicitis Classification: Results of the FedSurg EndoVis 2024 Challenge

    Oct 6, 2025Max Kirchner, Hanna Hoffmann, Alexander C. Jenke +16Surgical Video UnderstandingCross-Dataset Generalization

  24. Glucose-ML: A collection of longitudinal diabetes datasets for development of robust AI solutions

    Jul 18, 2025Temiloluwa Prioleau, Baiying Lu, Yanjun CuiForecasting BenchmarksBlood Glucose Forecasting

    Department of Computer Science Emory University Atlanta, GA 30322 · Department of Computer Science Dartmouth College Hanover, NH 03755

  25. Can Argus Judge Them All? Comparing VLMs Across Domains

    Jun 23, 2025Harsh Joshi, Gautam Siddharth Kashyap, Rafiq Ali +5VLM EvaluationVLM Robustness

    Bharati Vidyapeeth, New Delhi, India · Macquarie University, Sydney, Australia · DSEU-Okhla, New Delhi, India +3