Domain Adaptation

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Period ending 2026-09-21

17 new papers

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Period ending 2026-09-14

15 new papers

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Period ending 2026-09-07

18 new papers

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  1. LFM: Leveraging Foundation Models for Source-Free Universal Domain Adaptation

    Jul 20, 2026Jing Li, Pan Liu, Meng Zhao +7Domain AdaptationWireless Foundation Models

  2. Token-Level Off-Policy Learning for Faithful Generation Under Distribution Shift

    Jul 20, 2026Zitong Huang, Gustavo Lucas Carvalho, Deqing Fu +1Token-Level SupervisionLarge Language Model Post-Training

  3. DA-MergeLoRA: Hypernetwork-Based LoRA Merging for Few-Shot Test-Time Domain Adaptation

    Jul 20, 2026Siobhan Reid, Zhixiang Chi, Li Gu +3Domain AdaptationLow-Rank Adaptation

  4. Orthogonal Knowledge Refreshing for Domain-Incremental Object Detection

    Jul 19, 2026Aoting Zhang, Dongbao Yang, Chang Liu +3Domain Incremental LearningDomain Adaptation

  5. When Drift Detectors cry Wolf: False Alarm Rates in continuous ML Monitoring

    Jul 19, 2026Raj Shekhar SinghFalse Positive RateChange-Point Detection

  6. WAR: Workload-Aware Rollouts for Synchronous Agentic Reinforcement Learning

    Jul 19, 2026Ryan Xu, Atlas Zhao, David Bao +1Agentic Reinforcement-Learning FrameworkRollout

  7. Diagnosing Correctness Probes under Self-Judgement Confounding

    Jul 18, 2026Yi-Long LuCorrectnessInstruction-Tuned Models

  8. Can Multimodal Large Language Models Understand OCT?

    Jul 18, 2026Baochen Fu, Wenzhi Deng, Baihao Jin +5Optical Coherence TomographyMultimodal Benchmarks

  9. DADiff: Diffusion-Driven Cross-Domain Policy Adaptation for Reinforcement Learning

    Jul 17, 2026Hanyang Chen, Anirudh Satheesh, Longchao Da +1Diffusion PoliciesDomain Adaptation

  10. Domain Adaptation of Mismatched Proximal Denoiser for Plug-and-Play Image Reconstruction

    Jul 16, 2026Guixian Xu, Jinglai Li, Junqi TangImage ReconstructionImage Denoising

  11. XCT-SAM: Sequential Parameter-Efficient Domain Adaptation of SAM for Industrial XCT Defect Segmentation

    Jul 15, 2026Md Mahedi Hasan, Md Mushfiqur Rahaman, Alan Pachkovskiy +3Domain AdaptationAdditive Manufacturing

  12. UTS at ELOQUENT 2026 Voight-Kampff: structural shifts in AI writing bypass state-of-the-art detectors

    Jul 15, 2026Dima Galat, Marian-Andrei RizoiuLanguage Model Evasion AttacksEvasion

  13. Distributionally Robust and Safe Imitation Learning

    Jul 15, 2026Ahmed Aboudonia, Naira HovakimyanImitation LearningAdaptive Controller

  14. Epistemic Stance Flexibility Probing: Measuring Prompt-Conditioned Register Shift in Large Language Models

    Jul 14, 2026Binwen Liu, Yilin RenEpistemic StanceTweet-Level Stance Detection

  15. Calibrated Selective Prediction Using Deep Ensembles for ROI-Based Thyroid Nodule Ultrasound Classification Under Dataset Shift: A Retrospective Evaluation

    Jul 13, 2026Md. Sadibul Hasan Sadib, Md. Mohayminul Mukit, Rahmatul Kabir Rasel Sarker +2Lung-Nodule DetectorAuc-Roc

  16. Teaching Speech Enhancement Models to Sing: Domain Adaptation from Speech Enhancement to Singing Voice Separation

    Jul 13, 2026Paul A. Bereuter, Mark D. Plumbley, Alois SontacchiSpeech EnhancementSpeech Separation

  17. When the Target Domain Changes: AI-Mediated Construct Drift in High-Stakes English Language AssessmenW

    Jul 13, 2026Yi GuiComputerized Adaptive TestingInterpretive Openness

  18. Normative Alignment of Recommender Systems via Internal Label Shift

    Jul 12, 2026Johannes Kruse, Kasper Lindskow, Michael Riis Andersen +4Recommender SystemsPreference Alignment

  19. When does distribution shift break graph neural networks calibration?

    Jul 12, 2026Abderaouf BahiGraph Neural NetworksDistribution Shifts

  20. Why Domain Matters: Domain-Aware Benchmarking of Underwater Object Detection and Annotation Quality

    Jul 12, 2026Melanie Wille, Dimity Miller, Tobias Fischer +1Underwater Image EnhancementDetection Framework

  21. Benchmarking the Robustness of Foundation Models for Mammography under Domain Shift

    Jul 11, 2026Giang Nguyen, Raghav Mehta, Emma A. M. Stanley +4MammographyFoundation Model

  22. CVKD-UDA: Cross-View Knowledge Distillation for 3D Unsupervised Domain Adaptive Segmentation

    Jul 11, 2026Zhimin Yuan, Ming Cheng, Shangshu Yu +43D Semantic SegmentationDomain Adaptation

  23. Label-Free Target-Domain Adaptation for Unconstrained Event-Image Feature Matching via Dual-Stage Distillation

    Jul 11, 2026Zhonghua Yi, Hao Shi, Qi Jiang +3Cross-Modal DistillationFeature Matching

  24. Temporal Knowledge Graph Forecasting under Distribution Shifts: A Synthetic Evaluation

    Jul 10, 2026Konrad Özdemir, Julia Gastinger, Lukas Kirchdorfer +1Temporal Knowledge GraphsDistribution Shifts

  25. Scoped Verification for Reliable Long-Horizon Agentic Context Evolution under Distribution Shift

    Jul 10, 2026Dan C. Hsu, Luke LuLong-Horizon AgentsLarge Language Model Agents

  26. Beyond Time Shifts: Adapting Omni-LLM as a Reference-Free Evaluator for Generative Audio-Visual Models

    Jul 10, 2026Yijie Qian, Juncheng Wang, Chao Xu +6GenerativeCross-Modal Learning

  27. Continual Test-Time Adaptation in Computer Vision: Methods, Benchmarks, and Future Directions

    Jul 9, 2026Sarthak Kumar Maharana, Shambhavi Mishra, Yunbei Zhang +6Continual Test-Time AdaptationCross-Domain Shifts

  28. PARA-PV: Physics-Aware Retrieval-Augmented PV Prediction Based on Frozen Foundation Model and Distribution Shift Correction

    Jul 9, 2026Hang Fan, Weican Liu, Ying Lu +3Energy ForecastingDistribution Shifts

  29. Shift & Drift: A Zero-Shot Benchmark for Generalizable and Robust Autonomous Driving Motion Planning

    Jul 8, 2026Alessandro Canevaro, Hang Yu, Julian Schmidt +5Autonomous Driving SimulationDistribution Shifts

  30. Selective Left-Shift: Turning Test-Time Compute and Difficulty-based Curation into Training Data for Low-Resource Code Generation

    Jul 8, 2026Didula Samaraweera, Anjana Supun, Srinath PereraCode GenerationSmall Language Models

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

    Jul 7, 2026Xuan Liu, Derek L. Nguyen, Emily C. Barre +7MammographyDomain Adaptation

  32. Mitigating Domain Shift in Conditioned Floor Plan Generation: Synthetic Pre-training for Data-Efficient Adaptation

    Jul 7, 2026Matthieu Ospici, Arnaud Gueze, Luc Bourrat +1Floor Plan GenerationCross-Domain Shifts

  33. Automated Compliance Mapping in Cloud Security with Domain-Adapted Sentence Transformers

    Jul 7, 2026John Bianchi, Luca Petrillo, Fabio Martinelli +1Domain-Adaptation BenchmarkLarge Language Model Safety

  34. Synthetic-to-Real Translation for Class-Agnostic Motion Prediction

    Jul 7, 2026Yizheng Wu, Hongwei Fan, Kewei Wang +8Synthetic-To-Real Domain GapHuman Motion Prediction

  35. Is Domain Adaptation Always Helpful? A Frozen-Backbone Study of Cross-Domain Sentiment Transfer

    Jul 7, 2026Phat Tran, Artin Lahni, Pranav Kulkarni +1Domain AdaptationContrastive Loss

  36. NEST: Tackling Dataset-Level Distribution Shifts via Regime-Oriented Mixture-of-Experts

    Jul 7, 2026Lanhao Li, Bingshu Xie, Lijun Sun +3Distribution ShiftsMixture-of-Experts Models

  37. Breaking Spurious Correlations via Generative Randomization and Cross-Variant Self-Supervised Learning

    Jul 7, 2026Suraj Yadav, Anjaneya Sharma, Siddharth YadavSelf-SupervisedDistribution Shifts

  38. Efficient Transfer Learning of Robot Dynamic Models Using Morphological Similarity

    Jul 6, 2026Pavlo Kupyn, Yuya Hamamatsu, Roza Gkliva +2Underwater RobotsTransfer Learning

  39. FlatManifold: Robust Continual Learning under Severe Label Noise and Domain Shifts via Intrinsic Manifold Flattening

    Jul 6, 2026Rai Hisada, Kanji TanakaEfficient Continual LearningNoisy Labels

  40. CP-WSP: A Declarative CP-SAT Framework for Configurable Multi-Constraint Workforce Scheduling

    Jul 6, 2026Vipul Patel, Anirudh Deodhar, Dagnachew BirruCombinatorial OptimizationSatisfiability

  41. Towards Robust Uncertainty-Aware Speaker Modeling

    Jul 6, 2026Junjie Li, Yang Xiao, Kong Aik LeeDomain Adaptation

  42. Training-Free Model Selection and Domain-Aware Score Calibration for First-Shot Anomalous Sound Detection

    Jul 5, 2026Grach MkrtchianAnomaly ScoreAuc-Roc

  43. TestMate: Test-Time Domain Adaptation Aided by Lightweight Vision Foundation Model

    Jul 4, 2026Dimitrios Fotiou, Vasileios Mygdalis, Ioannis PitasDomain AdaptationFew-Shot Segmentation

  44. Rethinking AI-Generated Text Detection: A Strong Baseline and the Distribution-Shift Problem That Remains

    Jul 4, 2026Zhuoer Shen, Mingyi Wang, Shaofeng Zou +1Machine-Generated Text DetectionModernbert

  45. Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation

    Jul 4, 2026Yinan Shen, Ziao Yang, Hongfu LiuShapley ValueDistribution Shifts

  46. A Step Towards Robust Unsupervised Domain Adaptation via Fine-Tuning and Reinforcement Learning

    Jul 3, 2026Sushant Dagaji Desale, Rahul Mishra, Ashutosh Kumar SinhaDomain AdaptationAdversarial Transferability

  47. Co-Adaptive Multi-Task LoRA: Transfer-Aware, Label-Free Control of Domain Participation

    Jul 3, 2026Wei Zhang, Lin Tang, Ming Zhao +1Domain AdaptationLow-Rank Adaptation Adapters

  48. OpFlow: Learning Opportunity-Conditioned Choice Potentials for Robust OD Flow Prediction

    Jul 3, 2026Changjian Liu, Yong Gao, Yuqing Wang +5Origin Destination FlowsDistribution Shifts

  49. Evaluating Time Series Foundation Models for Electricity Price Forecasting: Contamination Risk, Distributional Shifts, and Covariate Dependence

    Jul 2, 2026Zhenghua Pan, Ahmed Aziz EzzatElectricity Price ForecastingTime Series Foundation Models

  50. Distill to Detect: Exposing Stealth Biases in LLMs through Cartridge Distillation

    Jul 1, 2026Shayan Talaei, Abhinav Chinta, Devvrit Khatri +3Large Language Model BiasMachine-Generated Text Detection

  51. Domain Arithmetic: One-Shot VLA Adaptation under Environmental Shifts

    Jul 1, 2026Taewook Kang, Taeheon Kim, Donghyun Shin +1Vision-Language Model AdaptationVision-Language-Action Models

  52. Loss Smoothing for Stable Adaptation Under Distribution Shift

    Jul 1, 2026Darshan Patil, Ekaterina Lobacheva, Razvan Pascanu +1Parameter-Efficient AdaptationSmoothing

  53. SFDATrack: Generalized Source-Free Domain Adaptive Tracking Under Adverse Weather Conditions

    Jul 1, 2026Siyuan Yao, Ziqi Wang, Ruiqi Yu +3Domain AdaptationMulti-Object Tracking

  54. PRISM: Prioritized Channel Importance with Semi-supervised Domain Adaptation for Cross-Subject EEG Emotion Recognition

    Jul 1, 2026Xin Zhou, Xiang Zhang, Hao Deng +1Domain AdaptationPrioritization

  55. Multi-Hypothesis Test-Time Adaptation to Mitigate Underspecification

    Jun 30, 2026Afshar Shamsi, Xiao-Yu Guo, Hamid Alinejad-Rokny +3Continual Test-Time AdaptationDistribution Shifts

  56. BP-TTA: Balanced and Prototype-Guided Test-Time Adaptation in Dynamic Scenarios

    Jun 30, 2026Shaoyang Huang, Yashi Zhu, Yichen Yu +3Continual Test-Time AdaptationCross-Domain Shifts

  57. Domain Adaptive Object Detection via Dual-Stream Bilevel-Cycle Optimization

    Jun 30, 2026Yannan Chen, Wei Wang, Wenqiang Wang +5Object DetectionDomain Adaptation

  58. PGUDA: Pressure-Guided Unsupervised Domain Adaptation with Cross-Modal Knowledge Distillation for sEMG-Based Gesture Recognition

    Jun 30, 2026Yurui Liu, Xiao-Cong Zhong, Qisong Wang +3Hand Gesture RecognitionSurface Electromyography

  59. Uncertainty-Aware Last-Layer Adaptation of RETFound for Referable Diabetic Retinopathy Screening Under Dataset Shift

    Jun 30, 2026Karim MardhaniDomain ShiftSafety Evaluation

  60. Cross-Receiver Open-Set Radio Frequency Fingerprinting via Structure-First Adaptation

    Jun 30, 2026Fengchong Yao, Jianbing Li, Qing Liu +4Radio FrequencyFingerprint