Domain Adaptation

$\oslash$ Source Models Leak What They Shouldn't $\nrightarrow$: Unlearning Zero-Shot Transfer in Domain Adaptation Through Adversarial Optimization CVPR 2026 A-ADAPT: Adaptive Intracranial Artery Segmentation with Morphology-Guided Prompts and Difficulty-Aware Learning MIDL 2026 AcTTA: Rethinking Test-Time Adaptation via Dynamic Activation CVPR 2026 Adapting World Models with Latent-State Dynamics Residuals L4DC 2026 ALIGN: Adversarial Learning for Generalizable Speech Neuroprosthesis UAI 2026 Anatomical Domain Shifts: Test-time Heterogeneous Adaptation for 3D Human Pose Prediction CVPR 2026 A Sanity Check for Multi-In-Domain Face Forgery Detection in the Real World CVPR 2026 A Simple yet Effective Adaptive Inter-organ Contrastive Learning Framework for Unsupervised Domain Adaptation MIDL 2026 Back to Source: Open-Set Continual Test-Time Adaptation via Domain Compensation CVPR 2026 Bootstrapping Video Semantic Segmentation Model via Distillation-assisted Test-Time Adaptation CVPR 2026 Can Continual Pretraining Bridge the Performance Gap between General-purpose and Specialized Language Models in the Medical Domain? ACL 2026 CHIPS: Efficient CLIP Adaptation via Curvature-aware Hybrid Influence-based Data Selection CVPR 2026 CLIPoint3D: Language-Grounded Few-Shot Unsupervised 3D Point Cloud Domain Adaptation CVPR 2026 CoFiDA-M: Concept-Aware Feature Modulation for Cross-Domain Adaptation with Image-Only Inference CVPR 2026 Condensed Test-Time Adaptation of VLMs for Action Recognition CVPR 2026 Cross-domain Dual-stream Feature Disentanglement for Brain Disorder Prediction with Sparsely Labeled PET CVPR 2026 Cross-Domain Few-Shot Segmentation via Multi-view Progressive Adaptation CVPR 2026 CrossEarth-Gate: Fisher-Guided Adaptive Tuning Engine for Efficient Adaptation of Cross-Domain Remote Sensing Semantic Segmentation CVPR 2026 DA-Mamba: Learning Domain-Aware State Space Model for Global-Local Alignment in Domain Adaptive Object Detection CVPR 2026 Dance Across Shifts: Forward-Facilitation Continual Test-Time Adaptation through Dynamic Style Bridging CVPR 2026 Decoupling Vision and Language: Codebook Anchored Visual Adaptation CVPR 2026 Degradation-Consistent Test-Time Adaptation for All-in-One Image Restoration CVPR 2026 Distribution-Aligned Multimodal Fusion for Robust Object Detection CVPR 2026 Domain Adaptation Without the Compute Burden for Efficient Whole Slide Image Analysis MIDL 2026 Doubly Debiased Robust Subsampling for Transfer Learning JMLR 2026