Cross-Domain Transfer Learning

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14 papers in the last four weeks, up 133% on the four weeks before. 0.1% of all new papers.

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  1. Language Carries the Expert's Impression: Instrument-Anchored LLM Judges Transfer Counseling-Quality Assessment and Beat In-Domain Training

    Oct 6, 2026Tobias Hallmen, Elisabeth AndréMental Health CounselingCross-Domain Transfer Learning

    Chair for Human-Centered Artificial Intelligence University of Augsburg

  2. CETUS: How Far Do Representations Trained on Earth Transfer to Cassini SAR of Titan?

    Oct 6, 2026Kevin LeeRemote Sensing Image UnderstandingGeospatial Representation Learning

    University of California at Los Angeles, Los Angeles, CA · NASA Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA

  3. Bridging the EHR Divide: Asymmetric Contrastive Learning for Cross-National Medical Representation Transfer

    Oct 4, 2026Qingyang ZhangCross-Domain Transfer LearningLongitudinal EHR Modeling

    Information Networking Institute Carnegie Mellon University Pittsburgh, United States

  4. CORD: Learning Reusable Degradation Representations Across Heterogeneous Physical Systems

    Sep 30, 2026Haibo Li, Zhiguo ZengRepresentation LearningSelf-Supervised Time Series Representation Learning

    CentraleSupélec, Université Paris-Saclay

  5. AssayRouter: Historical Utility Priors for Frozen Molecular Predictor Routing

    Sep 29, 2026Dong Xu, Zhangfan Yang, Jiantao Wu +5Adaptive Model RoutingTask Transferability Estimation

    School of Artificial Intelligence, Shenzhen University · EasternDawn · School of Computer Science, University of Nottingham Ningbo

  6. USA: Update-aware SAM for Cross-domain On-Policy Disitllation of Language Agents

    Sep 28, 2026Qiyong Zhong, Mao Zheng, Mingyang Song +6Cross-Domain Transfer LearningOn-Policy Distillation

    University of Science and Technology of China · Foundation Model Department, Tencent · Zhejiang University +1

  7. SIVIA-RSI: Source-Grounded Adaptation of Diagramming Skills

    Sep 27, 2026Feng Yuan, Yifan Gao, Haoyue Li +1Cross-Domain Transfer LearningAgent Skill Learning

    School of Biomedical Engineering (Suzhou), Division of Life Science and Medicine, University of Science and Technology of China, Hefei, China · Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou, China · Shanghai Innovation Institute, Shanghai, China

  8. It's the Geometry, Not the Model: Effective Rank and Subspace Alignment in Functional Connectivity Classification

    Sep 24, 2026Xiao Fan, Jingyuan Li, Yubo Han +6Intrinsic DimensionalityFunctional Connectivity

  9. Cross-Country Code-Mixing for Generative Recommendation

    Sep 24, 2026Yuan Gao, Hao Deng, Haibo Xing +5Cross-Domain Transfer LearningGenerative Recommendation

    Alibaba International Digital Commerce Group Beijing, China · Alibaba International Digital Commerce Group Hangzhou, China

  10. From Regional to Global: Transfer Learning for Atmospheric Transport Emulators

    Sep 20, 2026Jeff Clark, Elena Fillola, Nawid Keshtmand +2Surrogate ModelingTask Transferability Estimation

    School of Engineering Mathematics and Technology, University of Bristol, UK · School of Chemistry, University of Bristol, UK

  11. SCGFM-ART: Amortized Relational Transport for Structure-Centric Graph Foundation Models

    Sep 17, 2026Xiaodong He, Xincheng Wang, Zhao KangGraph Representation LearningCross-Domain Transfer Learning

    University of Electronic Science and Technology of China, Chengdu, China

  12. Alliance Beats Isolation: Unifying Heterogeneous Allied Datasets Improves Classifier Performance

    Sep 17, 2026Girish Keshav PalshikarCross-Domain Transfer LearningClassification

  13. Geometric-to-Semantic Spherical Transfer Learning for Cortical Sulci Labeling

    Sep 14, 2026Saeb Tounsi, Joël Chavas, Pietro Gori +3Self-Supervised Pre-TrainingGeometric Representation Learning

    Paris-Saclay University, CEA, NeuroSpin, Baobab, Saclay, France · LTCI, Télécom Paris, Institut Polytechnique de Paris, France

  14. Transfer Learning for Evolving Domains

    Sep 14, 2026Ricardo Ribeiro Pereira, Jacopo Bono, Hugo Ferreira +4Cross-Domain Transfer LearningTransfer Learning

    Feedzai · University of Porto

  15. Unified CT and MRI Pancreas Segmentation for Label-Efficient Cross-Modality Subregion Transfer

    Sep 14, 2026Ziliang Hong, Hongyi Pan, Halil Ertugrul Aktas +7Domain-Adversarial LearningCross-Modality Medical Image Segmentation

    Department of Radiology, Northwestern University, Chicago, IL, USA · Division of Gastroenterology and Hepatology, Mayo Clinic Florida, Jacksonville, FL, USA · Department of Gastroenterology and Hepatology, Northwestern University, Chicago, IL, USA

  16. Inclusive electron-nucleus cross section models from domain adaptation

    Sep 8, 2026Krzysztof M. Graczyk, Beata E. Kowal, Rwik Dharmapal Banerjee +3Fine-TuningDomain Adaptation

    Institute of Theoretical Physics, University of Wroclaw, plac Maxa Borna 9, 50-204, Wroclaw, Poland

  17. An Ensemble-Based Self-Taught Learning Approach for Parking Space Classification Under Limited Data

    Sep 3, 2026Lucas de Oliveira Cunha, Joelton Deonei Gotz, Paulo Lisboa de Almeida +1Ensemble LearningAutonomous Parking

    Universidade Federal do Paraná, Department of Informatics, Curitiba, Paraná, Brazil · Pontifícia Universidade Católica do Paraná, Graduate Program in Informatics (PPGIa), Curitiba, Paraná, Brazil

  18. Cross-Regional Grapevine Cold Hardiness Prediction via Learned Multimodal Latent Representations

    Aug 31, 2026William Solow, Paola Pesantez-Cabrera, Markus Keller +3Cross-Domain Transfer Learning

    Oregon State University · Washington State University

  19. Transfer Learning of Keystroke Dynamics for Cross-Device User Authentication

    Aug 17, 2026Nuwan Kaluarachchi, Sevvandi Kandanaarachchi, Kristen Moore +2Biometric IdentificationCross-Domain Transfer Learning

    RMIT University, Australia · CSIRO, Australia · Griffith University, Australia

  20. FITTER: Vocabulary-Agnostic Cross-Domain Inference on Temporal Knowledge Graphs

    Aug 11, 2026Jiaxin Pan, Mojtaba Nayyeri, Osama Mohammed +4KG EmbeddingTemporal Link Prediction

    University of Stuttgart, Stuttgart, Germany · SAP SE, Germany · University of Southampton, Southampton, United Kingdom

  21. Retrieval-Augmented Vision Foundation Models for Robust Leukemia Cell Classification across Multiple Microscopy Datasets

    Aug 11, 2026Carlos Zamora, Hiram Zuniga, Ulises Orozco-Rosas +1Retrieval-Augmented ClassificationVision Foundation Model Adaptation

    CETYS Universidad, Ave. CETYS Universidad No. 4, Fracc. El Lago, C.P. 22210, Tijuana, Baja California, Mexico

  22. How Far Do Foundation Models Transfer to Infant Signals? A Cross-Dataset Transfer Audit with a Unified Need Ontology

    Aug 10, 2026Wu HangyuAudio Representation LearningDomain-Adaptive Pretraining

    Shenzhen Coddie Technology Co., Ltd.

  23. International Transfer of Stochastic Cortical Self-Reconstruction

    Aug 7, 2026Fabian Bongratz, Zhizheng Zhuo, Chao Zhang +3Cross-Domain Transfer LearningAlzheimer's Disease Classification

    Lab for AI in Medical Imaging, Institute for Diagnostic and Interventional Radiology, School of Medicine and Health, TUM Klinikum, Technical University of Munich (TUM), Munich, 81675, Germany · Munich Center for Machine Learning (MCML), Munich, Germany · Department of Radiology, Beijing Tiantan Hospital, Capital Medical University, No. 119, West Southern 4th Ring Road, Fengtai District, Beijing, 100070, China. +2

  24. NeuroPB: Scaling Neural Decoding with Pretrained Behavioral Representations

    Aug 5, 2026Luyao Jin, Yonghao Song, Huan Zhao +2Representation LearningBrain-Computer Interfaces

    Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong · Department of Biomedical Engineering, School of Medicine, Tsinghua University · School of Biomedical Sciences, The Chinese University of Hong Kong

  25. Post-Training on Office Work Improves Software Engineering: A Behavioral Account of Cross-Domain Transfer

    Aug 3, 2026Logan Ritchie, Sushant Mehta, Liudas Panavas +1Software Engineering AgentsCross-Domain Transfer Learning

    Surge AI

  26. Unsupervised Multidomain Approaches to Named Entity Recognition with Small Datasets

    Aug 2, 2026Israel Fianyi, James Montgomery, Soonja YeomNamed Entity RecognitionUnsupervised Representation Learning

    School of Information Communication Technologies, University of Tasmania, Launceston, Tasmania, Australia · School of Information Communication Technologies, University of Tasmania, Hobart, Tasmania Australia

  27. 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

  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. Leveraging Transfer Learning with Class-Specific Decoders for Laparoscopic Segmentation

    Jul 31, 2026Priya Tomar, Aditya Parikh, Christian Bauckhage +1Cross-Domain Transfer LearningMedical Image Segmentation

    Fraunhofer IAIS · University of Bonn, Germany

  30. Towards Multi-Label Graph Foundation Models: from Single-Vector Representation Learning to Multi-Semantic Basis Learning

    Jul 31, 2026Dongxiao He, Jiayu Zhang, Jitao Zhao +2Domain-Adversarial LearningRepresentation Learning

    Tianjin University Tianjin, China