Domain Adaptation

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36 papers in the last four weeks, up 157% on the four weeks before. 0.4% of all new papers.

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  1. ReMaD: Tuning-free Domain Adaptation for Classification and Out-of-Distribution Detection

    Oct 5, 2026Elijah Bolluyt, Cristina ComaniciuOut-Of-Distribution DetectionDomain Adaptation

    Stevens Institute of Technology, Hoboken, NJ, 07030, USA

  2. Weather-Aware Domain Adaptation for Street-View Weather Recognition

    Oct 1, 2026Hossein Maghsoumi, George Atia, Yaser P. FallahAutonomous Driving PerceptionDomain Adaptation

    Department of Electrical and Computer Engineering University of Central Florida, Orlando, USA · Department of Computer Science University of Central Florida, Orlando, USA

  3. Mapping the RAG Landscape: A Four Axis Taxonomy of Efficiency, Defense, Interactivity, and Reasoning

    Oct 1, 2026Meghana Sunil, Shravya V, Shravan Venkatraman +1Retrieval-Augmented Generation PipelinesInteractivity

    School of Computer Science and Engineering, Vellore Institute of Technology, Chennai, India. · Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE.

  4. Unsupervised Domain Adaptation for Enhanced Radiometer Image Precipitation Estimation using Conditional Flow Matching

    Oct 1, 2026Victor Enescu, Assaad Zeghina, Matthieu Meignin +2Domain AdaptationConditional Flow Matching

    LATMOS/IPSL, UVSQ Universit´e Paris-Saclay, Sorbonne Universit´e, CNRS Guyancourt, France · ARCHES Team, Inria Paris, France

  5. Beyond Domain-Level Adaptation: Margin-Oriented Semantic-Appearance Interaction Correction for Personalized Federated Vision-Language Models

    Oct 1, 2026Wentao Yue, Qingyu Mao, Tianyou Lai +2Vision-Language Model AdaptationMitigating Domain Shift

  6. Concept Driven Domain Adaptation: Finding an Abstract Needle in a Haystack

    Oct 1, 2026Haiming Zhao, Tai Wang, Kun Zhang +2Vision-Language Model AdaptationDomain Adaptation

    Laboratory for Artificial Intelligence and New Forms of Education Faculty of Artificial Intelligence in Education, Central China Normal University, Wuhan, China · Wuhan United Imaging Healthcare Co., Ltd., Wuhan, China

  7. A Comprehensive Benchmark of Source-Free Universal Domain Adaptation on Time Series Representations

    Sep 30, 2026Romain Mussard, Fannia Pacheco, Maxime Berar +2Domain AdaptationTime Series Foundation Models

    Univ Rouen Normandie, INSA Rouen Normandie, Universit´e Le Havre Normandie, Normandie Univ, LITIS UR 4108, F-76000 Rouen, France

  8. MC-PanDA++: Simpler, Stronger, and More Robust Domain-Adaptive Panoptic Segmentation

    Sep 30, 2026Ivan Martinović, Josip Šarić, Yuki M. Asano +1Panoptic SegmentationDomain Adaptation

    Faculty of Electrical Engineering and Computing, University of Zagreb, Unska 3, 10000 Zagreb, Croatia. · Faculty of Computer and Information Science, University of Ljubljana, Večna Pot 113, 1000 Ljubljana, Slovenia. · Fundamental AI Lab, University of Technology Nuremberg, Dr.-Luise-Herzberg-Straße, 90461 Nürnberg, Germany.

  9. How Reliable Are Predicted MOS for Reproducing Human System-Level Preferences in Speech Enhancement?

    Sep 30, 2026Nahomi Kusunoki, Tsubasa Ochiai, Naohiro Tawara +4Mean Opinion ScoresSpeech Enhancement

    Waseda University, Japan · NTT, Inc., Japan

  10. Template-Search Domain Adaptation via Multi-Stage Feature Alignment for Cross-Modal Object Tracking

    Sep 29, 2026Fereshteh Aghaee Meibodi, Amir Mehdi Soufi Enayati, Shadi Alijani +1Multi-Object TrackingDomain Adaptation

    Department of Electrical and Computer Engineering University of Victoria 3800 Finnerty Road Victoria, BC, Canada · Department of Mechanical Engineering University of Victoria 3800 Finnerty Road Victoria, BC, Canada

  11. Data-Efficient Adaptation of a Driving VLA to Class 8 Trucks

    Sep 29, 2026Satyajeet Das, Aaron Buxbaum, Niels Joubert +1Vision-Language Model AdaptationParameter-Efficient Adaptation

    Department of Computer Science, University of Southern California, Los Angeles, CA 90089, USA · Stack AV, Pittsburgh, PA, USA

  12. The Domain Is a Residue: Adapting Self-Supervised Features, Not Generators

    Sep 29, 2026Thomas Deixelberger, Markus SteinbergerDomain AdaptationConditional Gans

    Huawei, Austria · Graz University of Technology, Austria

  13. Online Versatile Incremental Learning: Towards Class and Domain-Agnostic Adaptation at Any Time

    Sep 29, 2026Jae-Ho Lee, Min-Yeong Park, Jun-Yeong Moon +2Class-Incremental LearningDomain Adaptation

    Korea University, Seoul, Republic of Korea · Kyung Hee University, Yongin, Republic of Korea

  14. See it, Say it, Sorted: Mechanistic Diagnosis and Parameter-Space Mitigation of Emergent Misalignment in LLMs

    Sep 28, 2026Weiqiao Que, Ruizhe Li, Chengyu Wang +3Large Language Model SafetyEmergent Misalignment

    School of Computer Science and Technology, East China Normal University, China · School of Computer Science, University of Birmingham, UK · Alibaba Group, China +2

  15. Role-Guided MOE for Encoder-Level Pathology Representation Learning in WSI Classification

    Sep 28, 2026Xinyu Ma, Xing Yang, Hongtao Jin +4Pathology Foundation ModelsComputational Pathology

    Artificial Intelligence Research Institute, Shenzhen MSU-BIT University, Shenzhen 518172, China · Shenzhen People’s Hospital, Shenzhen 518020, China

  16. Transfer Calibrated Prediction Powered Inference

    Sep 28, 2026Aditya T. Vadlamani, Jae Ho Chang, Srinivasan Parthasarathy +1Domain AdaptationOnline Conformal Prediction

    The Ohio State University · Yale University

  17. WhiteCon: Semi-Supervised Domain Adaptation Regression Through Whitening Transform and Dual Consistency

    Sep 28, 2026Se Jin Sim, Seoung Bum KimDomain AdaptationWhitening

    School of Industrial and Management Engineering Korea University, Seoul, Republic of Korea

  18. A Multi-Dataset Benchmark of YOLO-Based Weed Detection in Precision Agriculture

    Sep 27, 2026Hristina Zdraveska, Vlatko Spasev, Ivica Dimitrovski +2Leaf Disease ClassificationYolo26

    Faculty of Computer Science and Engineering, University Ss Cyril and Methodius, Rudzer Boshkovikj 16, P.O. 393, Skopje, 1000, North Macedonia

  19. Revisiting Diffusion Fine-Tuning for Unsupervised Domain Adaptation

    Sep 27, 2026Xuan Qi, Yi Wei, Daniele Berardini +2Domain AdaptationSynthetic Data

    AI for Good (AIGO), Istituto Italiano di Tecnologia, Genoa, Italy · DITEN, University of Genoa, Genoa, Italy · National Key Laboratory of Novel Software Technology, Nanjing University, China +3

  20. Domain-Adapted Diffusion Models for Conditional Independence Testing

    Sep 27, 2026Yanfeng Yang, Junda Zhao, Yijie Gao +8Text-Conditioned Diffusion ModelConditional Independence

    The Graduate University for Advanced Studies, SOKENDAI, Tokyo, Japan · The Institute of Statistical Mathematics, Tokyo, Japan · East China Normal University, Shanghai, China +4

  21. TC-ADA: One-Shot Active Domain Adaptation for Semantic Segmentation

    Sep 27, 2026Weihao Yan, Yeqiang Qian, Yueyuan Li +3Domain AdaptationSemantic Segmentation

    School of Automation and Intelligent Sensing, Shanghai Jiao Tong University, Key Laboratory of System Control and Information Processing, Ministry of Education of China, Shanghai, 200240, China

  22. Benchmarking and Domain Adaptation of Automatic Speech Recognition (ASR) for Adolescent Health Communication in Ghanaian Languages

    Sep 24, 2026Stephen E. Moore, Akwasi Asare, Mich-Seth Owusu +3Automatic Speech RecognitionDomain Adaptation

    Department of Mathematics, University of Cape Coast, Ghana · Ghana Natural Language Processing, Cape Coast, Ghana

  23. ICM: Intra-class Mixing for Domain Adaptation in Adverse Weather

    Sep 23, 2026Boying Li, Chang Liu, Britta Ayano Wilde +4Domain AdaptationEfficient Semantic Segmentation

  24. Graph Domain Adaptation Does Not End with Representation Learning

    Sep 22, 2026Ziqian Liu, Yongxue Xu, Enze Zhang +3Domain AdaptationRepresentation Learning

    Sun Yat-sen University, China · University of Wisconsin–Madison, USA · Jiangsu University, China +2

  25. Ischemic Stroke Segmentation and Net Water Uptake Quantification on Multicenter Non-Contrast CT Using Supervised Target-Domain Adaptation

    Sep 17, 2026Linus Britt, Maximilian Nielsen, Susan Klapproth +5StrokeU-Net

    Institute for Applied Medical Informatics, University Medical Center Hamburg-Eppendorf, Hamburg, Germany · Institute of Computational Neuroscience, University Medical Center Hamburg-Eppendorf, Hamburg, Germany · Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany +4

  26. LocQE: Principled Domain Adaptation for Localisation Quality Estimation by Leveraging Post-Edits

    Sep 16, 2026Kathy Hämmerl, Gabriel Bretschner, Joern WuebkerMachine Translation QualityDomain-Adapted Diffusion

    Technical University of Munich · Munich Center for Machine Learning · LILT

  27. Beyond In-Distribution Metrics: A Systematic Out-of-Distribution Evaluation of Congenital Heart Disease Segmentation

    Sep 15, 2026Aniketh Vijesh, Shrisharanyan Vasu, Abhijit Ramesh +5EchocardiographyCardiac

    Amrita Vishwa Vidyapeetham, India · Amrita Institute of Medical Sciences and Research Centre, Amrita Vishwa Vidyapeetham, Kochi, Kerala, India

  28. Merging the Knowledge of LLMs for Automatic Speech Recognition

    Sep 14, 2026Hayato Futami, Tatsuya KawaharaEnd-To-End Automatic Speech Recognition ModelsAutomatic Speech Recognition

    Graduate School of Informatics, Kyoto University, Japan

  29. Transfer Learning for Evolving Domains

    Sep 14, 2026Ricardo Ribeiro Pereira, Jacopo Bono, Hugo Ferreira +4Transfer LearningDomain Adaptation

    Feedzai · University of Porto

  30. From matrix inversion to constraints: provably tighter confidence regions for importance weights in label shift

    Sep 13, 2026Mushan Li, Kihyun Han, Yanyuan MaImportance WeightingDomain Adaptation

    Department of Statistics, The Pennsylvania State University University Park, PA 16802, USA

  31. NCP-ArchPreview Technical Report: Moving towards Latent Space Language Models through Next Concept Prediction

    Sep 11, 2026NCP Team, Jiaqi Cao, Chiyu Chen +25Autoregressive Language ModelsLatent Space

    Shanghai AI Lab; LUMIA Lab, Shanghai Jiao Tong University

  32. Conformal Calibration Transfer

    Sep 11, 2026Achref DoulaOnline Conformal PredictionDomain Adaptation

    Technical University of Darmstadt, Darmstadt, Germany · Tongji University, Shanghai, China.

  33. BrainTaskonomy: Learning How to Pretrain and What to Transfer in fMRI Foundation Models

    Sep 9, 2026Junfeng Xia, Wenhao Ye, Junxiang Zhang +3Functional Magnetic Resonance ImagingDomain Adaptation

    Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, China · Department of Computer Science, University of Warwick, The UK · Omni-Intelligence, Shenzhen, China +1

  34. AVSRBench: A Multi-Condition AVSR Benchmark

    Sep 9, 2026Rishabh Jain, Naomi HarteAutomatic Speech Recognition EvaluationDomain Adaptation

    Sigmedia Group, School of Engineering Trinity College Dublin, Ireland

  35. Data-Efficient Crosswalk Segmentation from Overhead CCTV via Confidence- and Geometry-Guided Pseudo-Labeling

    Sep 8, 2026Abdirashid Omar, Jonghyuk ParkChange DetectionPixel-Level Annotation

    Department of Data Science, Graduate School of Kookmin University · Seoul 02707, Republic of Korea

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

    Sep 8, 2026Krzysztof M. Graczyk, Beata E. Kowal, Rwik Dharmapal Banerjee +3Nuclear DataTransfer Learning

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

  37. Unsupervised Domain Adaptation for Symbol Spotting in Historical Encrypted Manuscripts

    Sep 7, 2026Giuseppe De Gregorio, Alicia Fornés, Lei Kang +1Historical ManuscriptsHandwriting

    Computer Vision Center (CVC), Universitat Autònoma de Barcelona, Spain · Stockholm University, Sweden

  38. SimFuse3D: Source-Guided Target Simulation and Confidence-Guided Multi-Stage Localization Reweighting for Cross-Platform 3D Object Detection

    Sep 4, 2026Yongchun Lin, Xinliang Zhang, Yun Zou +73D Object DetectionSequential Visual Localization

    Guangdong University of Technology · SenseTime · The Hong Kong University of Science and Technology (Guangzhou)

  39. 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 +1Domain AdaptationAutoencoder Architectures

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

  40. Data-Efficient Networks for Multi-Contrast MRI Reconstruction based on a Generalized Content/Style Prior

    Sep 2, 2026Chinmay Rao, Efe Ilıcak, Matthias J. P. van Osch +5Magnetic Resonance Imaging ReconstructionMotion Reconstruction Branch

    Department of Radiology, Leiden University Medical Center, Leiden, The Netherlands · Philips Innovative Technologies, Hamburg, Germany · Philips Cardiologs, Paris, France +1

  41. Vision-Language-Guided Pseudo-Labels for Unsupervised Domain Adaptation in Semantic Segmentation for Waste Sorting

    Sep 1, 2026Udo Schlegel, Shubhangi, Gabriel Dax +3High Confidence Pseudo-LabelsSemantic Segmentation

    LMU Munich, Munich, Germany · Munich Center for Machine Learning (MCML), Munich, Germany · Fraunhofer Institute for Integrated Circuits IIS, Nuremberg, Germany

  42. CPR for LLMs: Critical-Point Routing against Catastrophic Forgetting in Domain Adaptation

    Aug 31, 2026Kwangmin Ki, Yunhun Nam, Jongheon Jeong +1Large Language Model AdaptationDomain Adaptation

    Korea University · Yonsei University

  43. DataFoundry: Evolving Data Preparators via Recursive Self-Improvement

    Aug 30, 2026Cehao Yang, Xiaojun Wu, Xueyuan Lin +4PreprocessingLarge Databases

    1IDEA Research, International Digital Economy Academy · 2Hong Kong University of Science and Technology (Guangzhou) · 3DataArc Tech Ltd.

  44. On the Role of MRI Sequences in Cross-Dataset Generalization for Brain Tumor Segmentation

    Aug 30, 2026Henrique Zan Grande, João G. Pitol, Lucas B. Schuck +3Brain Tumor SegmentationMagnetic Resonance Imaging Dataset

    Pontifical Catholic University of Paraná, Curitiba, Brazil

  45. Sensitivity-Constrained Neural Operators for Data-Efficient Forward and Inverse Modeling of Partial Differential Equation Systems

    Aug 30, 2026Abdolmehdi Behroozi, Chaopeng Shen, Daniel Kifer +1Neural OperatorsNeural Partial Differential Equation Solvers

    Department of Civil and Environmental Engineering, Penn State University, University Park, PA 16802, USA · School of Electrical Engineering and Computer Science, Penn State University, University Park, PA 16802, USA

  46. HYDRA: Hyperbolic Dynamic Representation Architecture for Kolmogorov-Arnold Networks

    Aug 12, 2026Zhao Su, Yuxin Xia, Haoran Li +4Kolmogorov-Arnold NetworksHyperbolic Learning

    School of Information Science and Engineering, Lanzhou University · Department of Data Science and AI, Monash University · School of Computing and Information Technology, University of Wollongong +1

  47. How Far from Clinical Deployment? Evaluating the Complete Unsupervised Domain Adaptation Pipeline in Medical Imaging

    Aug 12, 2026Yiheng Xiong, Luisa Gallée, Daniel Santak Wolf +2Domain AdaptationMedical Imaging Datasets

    1Section of Experimental Radiology, Ulm University Medical Center · 2Visual Computing Group, Ulm University

  48. TELLME: Test-Enhanced Learning for Language Model Enrichment

    Aug 12, 2026Minjun Kim, Inho Won, Hyeonseok Lim +6Domain AdaptationPretraining

    Korea Advanced Institute of Science and Technology · Seoul National University of Science and Technology · National Security Research Institute

  49. Unsupervised Domain Adaptation for Multitask Image Analysis in Realistic Context with Extreme Label Shift; Application to the CTAO first Large Sized Telescope

    Aug 10, 2026Michaël Dell'aiera, Thomas Vuillaume, Alexandre BenoitDomain AdaptationImbalanced Classification

    CNRS LAPP, Annecy, 74940, France · Université Savoie Mont Blanc LISTIC, Annecy, 74940, France

  50. CPDA: Class-Conditional Path Distribution Alignment for Unsupervised Time-Series Domain Adaptation

    Aug 10, 2026Felix Ott, Christopher MutschlerDomain AdaptationTime-Series Classification

    Fraunhofer Institute for Integrated Circuits IIS, 90411 Nürnberg, Germany · Machine Learning and Positioning Systems Department, University of Technology Nürnberg (UTN), 90461 Nürnberg

  51. An Agentic Generative Large Language Model for Treatment Planning of Colorectal Cancer

    Aug 10, 2026Mengxian Lyu, Cheng Peng, Tim Jang +18Multidisciplinary Tumor BoardsTreatment

    Department of Health Outcomes and Biomedical Informatics, College of Medicine, University of Florida, Gainesville, Florida, USA. · Division of Hematology & Oncology, Department of Medicine, College of Medicine, University of Florida, Gainesville, FL, USA · University of Florida Health Cancer Institute, Gainesville, FL, USA +8

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

    Aug 9, 2026Jiahao Xiao, Jiangming LiuFederated LearningOut-Of-Distribution

    School of Information Science and Engineering, Yunnan University, China

  53. JustLLMGRPO: Radiographic Control for Chest X-Ray Generation

    Aug 8, 2026Pengxiang Cai, Xiaohan Li, Anglin Liu +3Chest X-RayMedical Image Generation

    The Hong Kong University of Science and Technology (Guangzhou)

  54. Topology-Aware Neighborhood Learning for Source-Free Cross-Scene Hyperspectral Image Classification

    Aug 6, 2026Qingmei Li, Juepeng Zheng, Jiarui Zhang +2Hyperspectral ImageDomain Adaptation

    Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · School of Artificial Intelligence, Sun Yat-Sen University, Zhuhai, China · Faculty of Geosciences and Engineering, Southwest Jiaotong University, Chengdu, China +4

  55. Rectifying Geometric Misalignment: Online Source-Free Adaptation for Class-Imbalanced EEG

    Aug 5, 2026Shiwen Chu, Shanglin Li, Motoaki Kawanabe +1Domain AdaptationElectroencephalography

    Advanced Telecommunications Research Institute International, 2-2-2 Hikaridai Seika-cho, Soraku-gun, Kyoto, Japan · BIFOLD – Berlin Institute for the Foundations of Learning and Data, 10587 Berlin, Germany · Nara Institute of Science and Technology, 8916-5 Takayama-cho, Ikoma, Nara, Japan

  56. BridgeVLA++: A Data-Efficient, Generalizable, and Memory-Augmented Vision-Language-Action Framework for 3D Manipulation

    Aug 5, 2026Peiyan Li, Yuze Zhu, Yixiang Chen +10Diffusion-Based Vision-Language-ActionsVision-Language-Action Framework

    New Laboratory of Pattern Recognition (NLPR), Institute of Automation, Chinese Academy of Sciences, Beijing, China · School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China · FiveAges, Beijing, China +1

  57. FUSEP: A Multi-Center Benchmark for Diverse Tasks in Early Pregnancy Fetal Ultrasound Screening

    Aug 5, 2026Bin Pu, Jiewen Yang, Liwen Wang +9Prenatal UltrasoundClinical Ultrasound Dataset

    Hunan University Changsha, Hunan, China · The Hong Kong University of Science and Technology HKSAR, China · Anhui University Hefei, Anhui, China +5

  58. COSMO: Consensus-Driven Shift Modulation for Source-Free Domain Adaptation

    Aug 5, 2026Bo Li, Junjie Peng, Xiaohua Xie +1Domain AdaptationVision-Language Model Adaptation

    School of Computer Science and Engineering, Sun Yat-sen University

  59. Unsupervised Adversarial Domain Adaptation for Uterine layer Segmentation: From Labeled Cine to Unlabeled Dynamic EPI MRI

    Aug 4, 2026Smiti Tripathy, Milauni Desai, Jordina Aviles Verdera +1Magnetic Resonance ImagingU-Net

    Institute of Radiology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany · CAIMED, L3S, Hannover, Germany · Institut für Informationsverarbeitung, Leibniz University Hannover, Germany

  60. Mapping melliferous tree species in Kenya via one-class classification with hyperspectral unsupervised domain adaptation

    Aug 3, 2026Zhaozhi Luo, Janne Heiskanen, Ilja Vuorinne +6BeesForest Biomass

    Department of Geosciences and Geography, University of Helsinki, P.O. Box 64, 00014 Helsinki, Finland · Institute for Atmospheric and Earth System Research, University of Helsinki, P.O. Box 4, 00014 Helsinki, Finland · Finnish Meteorological Institute, P.O. Box 503, 00101 Helsinki, Finland +3