Domain Generalization

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28 papers in the last four weeks, up 47% on the four weeks before. 0.3% of all new papers.

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  1. SPIRIT: Spatio-temporal Pairwise Relational Modeling of Instrument-Tissue Interactions for Surgical Action Triplet Recognition

    Aug 3, 2026Saurav Sharma, Lorenzo Arboit, Nabani Banik +11Domain GeneralizationRelational Reasoning

    University of Strasbourg, CNRS, INSERM, ICube, UMR7357, France · IHU Strasbourg, France · University of Pavia, Italy +6

  2. A foundation model of numerical intelligence with cross-disciplinary generalization

    Jul 30, 2026Chenghan Wu, Zongmin Yu, Liu YangNumerical Reasoning in Language ModelsDomain Generalization

    Department of Mathematics, National University of Singapore, Singapore, Singapore.

  3. GLM-RAG: Graph Language Models for Graph-Based Retrieval-Augmented Generation

    Jul 30, 2026Maya Arseven, Anette Frank, Beni Egressy +2LLM Reasoning with GraphsGraph Retrieval-Augmented Generation

    Institute of Computational Linguistics, Heidelberg University · Aleph Alpha Research

  4. Teffic-Audio: Tell Fact from Fiction

    Jul 30, 2026Wan Lin, Li Wang, Jindong Wang +2Audio Deepfake DetectionDomain Generalization

    Amphion Team

  5. Step-Attention Refinement of DINOv3 Features for Efficient Anterior Eye Segmentation

    Jul 29, 2026Philippe Baumstimler, Jean-Mathieu Gagnon, Sébastien Gagné +3Domain GeneralizationVision Foundation Model Adaptation

    Polytechnique Montréal, Montréal QC, Canada · LightX Innovations, Montréal QC, Canada · Institut de l’Oeil des Laurentides, Boisbriand QC, Canada

  6. Where Detectors Fail: Closing the Tail-Domain Gap with Expert-Guided Mutual Distillation

    Jul 29, 2026Xuan Feng, Guihong Liu, Tianlong Gu +5Fake News DetectionDomain Generalization

    1Jinan University · 2Guilin University of Electronic Technology · 3Nanyang Technological University +1

  7. Chaos Is a LADDER: Domain Generalization Beyond Invariance via Reweighting

    Jul 29, 2026Yuhang Jiang, Fengchuan Zhang, Sanguo Zhang +1Causal Representation LearningDomain Adaptation

    School of Mathematical Sciences, University of Chinese Academy of Sciences, Beijing, China · Key Laboratory of Big Data Mining and Knowledge Management, Chinese Academy of Sciences, Beijing, China

  8. Characterizing and Mitigating the Effects of Device Temperature on RF Fingerprinting Accuracy

    Jul 27, 2026Haytham Albousayri, Bechir HamdaouiDomain GeneralizationWireless Communications

    Oregon State University

  9. Every Client Is an Environment: Federated De-confounding for Spatio-Temporal Forecasting

    Jul 27, 2026Qingxiang Liu, Anqi Liang, Heng Wang +1Domain GeneralizationCausal Inference

    The Hong Kong University of Science and Technology (Guangzhou) · Shanghai Jiao Tong University · Harbin Engineering University

  10. A Cyclic Adaptation-Generalization Framework with Uncertainty-Guided Self-Paced Learning for Long-Term Brain-Machine Interfaces

    Jul 27, 2026Jiyu Wei, Di Hong, Zhanjie Zhang +3Brain-Computer InterfacesUnsupervised Domain Adaptation

    College of Computer Science and Technology, Zhejiang University, Hangzhou, China · 2Nanhu Brain-Computer Interface Institute, Hangzhou, China

  11. Multimodal Domain Generalization for Depression Detection: An Attention-Based BiLSTM Network with Domain-Adversarial Training

    Jul 24, 2026Ali Tabaraei, Federico Simonetta, Stavros NtalampirasDepression DetectionDomain Generalization

    Department of Computer Science, University of Milan, Milan, Italy · Computer Science Department, Gran Sasso Science Institute (GSSI), L’Aquila, Italy

  12. Projection Pursuit CPCANet for Domain Generalization

    Jul 24, 2026Yu-Hsi Chen, Abd-Krim SeghouanePrincipal Component AnalysisDomain Generalization

    The University of Melbourne

  13. FAIR: Feature-Augmented Implicit Regularization for AI-generated Fake Image Detection

    Jul 24, 2026Md Redwanul Haque, Manzur Murshed, Manoranjan Paul +1Domain GeneralizationAI-Generated Image Detection

    Deakin University, Burwood, VIC, Australia · Charles Sturt University, Bathurst, NSW, Australia

  14. Dementia Etiology Diagnosis via Collaborative Meta Knowledge Enhancement

    Jul 24, 2026Siyuan Du, Mengxi Chen, Xinyang Jiang +6Medical DiagnosisDomain Generalization

    School of Computer Science, Fudan University · Cooperative Medianet Innovation Center, Shanghai Jiao Tong University · Microsoft Research Asia, Shanghai, China +1

  15. Post-Operative Glioma Segmentation via Loss Stabilization, Normalization and Subspace Attention

    Jul 23, 2026Alexandru Crişan, Diana BorzaDomain Generalization3D Medical Image Segmentation

    Babes-Bolyai University, Cluj-Napoca, Romania

  16. NSMA: Neuro-Symbolic Manifold Alignment for Generalizable Adaptive Bitrate Streaming under Texture Shift

    Jul 21, 2026Zhiqiang He, Zhi LiuNeural Network GeneralizationDomain Generalization

    The University of Electro-Communications Tokyo, Japan

  17. Simple Domain Generalization for Strong Pixel-Level Image Tampering Detection in Modern VLMs

    Jul 20, 2026Yi Tang, Xinyi Shang, Jiacheng Cui +12Vision-Language ModelsImage Forgery Detection

    Mohamed bin Zayed University of Artificial Intelligence · University College London · Weizmann Institute of Science

  18. Unveiling Invariant and Transferable Latent Factors Across Heterogeneous Environments via ATLAS

    Jul 20, 2026Yihong Gu, Katherine Liao, Tianxi CaiLatent Variable ModelsDomain Generalization

    Harvard University

  19. Node4All: Learning Node Representation Beyond Datasets

    Jul 19, 2026Dooho Lee, Jaemin YooGraph Representation LearningGraph SSL

    KAIST · Daejeon, Republic of Korea · Seoul National University +1

  20. Induce to Empower: Improving Lightweight Baselines via Foundation Model Induction for Generalized Polyp Segmentation

    Jul 19, 2026Shivanshu Agnihotri, Snehashis Majhi, Deepak Ranjan Nayak +2Medical Imaging Foundation ModelsDomain Generalization

    Malaviya National Institute of Technology Jaipur, India · Côte d’Azur University, France · Khalifa University, UAE +1

  21. Hierarchical Domain Generalization

    Jul 17, 2026Chenxiao Yang, Zhiyuan Li, Shai Ben-David +1Domain GeneralizationStatistical Learning Theory

    Toyota Technological Institute at Chicago · University of Waterloo

  22. The 2nd International StepUP Competition for Biometric Footstep Recognition: From Steps to Strides

    Jul 15, 2026Robyn Larracy, Anant Gupta, Gourav Gupta +8Biometric IdentificationBenchmark Design

    University of New Brunswick, Canada · ArogyaPandit Private Limited, India · Universit´e de Haute-Alsace, IRIMAS UR 7499, France +1

  23. Label-Decoupled Style Augmentation for Domain Generalization in Multi-Label Remote Sensing Scene Classification

    Jul 14, 2026Alaa Almouradi, Erchan AptoulaRemote Sensing Image UnderstandingMulti-Label Classification

    Faculty of Engineering and Natural Sciences, Sabancı University, 34956 Istanbul, Türkiye

  24. GenDiff: A Dose and Anatomy Aware Diffusion Model with Structural Prior Refinement for Low-Dose CT Reconstruction and Generalization

    Jul 11, 2026Md Imam Ahasan, Guangchao Yang, A F M Abdun Noor +3Domain GeneralizationImage Reconstruction

    College of Computer Science, Chongqing University, Chongqing, China · Department of Software Engineering, Daffodil International University, Bangladesh · Faculty of Information Science & Technology, Multimedia University, Malaysia

  25. Graph Neural Networks for Scalable and Transferable Node Centrality Approximation

    Jul 10, 2026Samra Sana, Giorgio Mantica, Saul ImbriciGraph Neural NetworksDomain Generalization

    Center for Nonlinear and Complex Systems, Università degli Studi dell’Insubria, Como, Italy

  26. Prototype-Anchored Generalized Manifold Regression for Unknown-Domain Object Detection

    Jul 8, 2026Zihao Zhang, Aming Wu, Yang Li +1Domain GeneralizationOOD Generalization

    College of Intelligence and Computing, Tianjin Key Lab of Machine Learning, Tianjin University, Tianjin 300072, China · School of Computer Science and Information Engineering, Hefei University of Technology, China

  27. TRACE-Seg3D: Counterfactual Context Auditing For Robust 3D Glioma Segmentation Under Institutional Shift

    Jul 8, 2026Nguyen Linh Dan Le, Nguyen Pham Hoang Le, Tran Dang KhoiDomain Generalization3D Medical Image Segmentation

    The University of Melbourne, Melbourne, Australia · University of Information Technology, Vietnam National University, Vietnam · Industrial University of Ho Chi Minh City, Vietnam

  28. Self-Supervised Pretraining Improves Cross-Site and Cross-Scale Robustness of Point Cloud Leaf-Wood Segmentation

    Jul 8, 2026Heeju Mun, Tackang Yang, Yunsoo Nam +1Self-Supervised Pre-TrainingDomain Generalization

    Department of Landscape Architecture and Rural Systems Engineering, Seoul National University, Seoul, South Korea · Interdisciplinary Program in Landscape Architecture, Seoul National University, South Korea · Integrated Major in Smart City Global Convergence, Seoul National University, Seoul, Republic of Korea +1

  29. Comparison of Loss Functions for Robust Deep Learning-based Echocardiography Segmentation when Learning with Partially Labelled Data from Multiple Domains

    Jul 6, 2026Iman Islam, Esther Puyol-Antón, Bram Ruijsink +2Ultrasound Image SegmentationDomain Generalization

    School of Biomedical Engineering & Imaging Sciences, King’s College London, UK

  30. 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