Domain Adaptation

Neural Collapse in Test-Time Adaptation CVPR 2026 Nirvana: A Specialized Generalist Model With Task-Aware Memory Mechanism ACL 2026 One-by-One Stainer: A Fast and Hallucination Resilient Domain Adaptation Method for Histopathology MIDL 2026 PointTPA: Dynamic Network Parameter Adaptation for 3D Scene Understanding CVPR 2026 Reclaiming Lost Text Layers for Source-Free Cross-Domain Few-Shot Learning CVPR 2026 Remedying Target-Domain Astigmatism for Cross-Domain Few-Shot Object Detection CVPR 2026 Render-to-Adapt: Unsupervised Personal Adaptation for Gaze Estimation CVPR 2026 Robo-SGG: Exploiting Layout-Oriented Normalization and Restitution Can Improve Robust Scene Graph Generation CVPR 2026 Seeing Beyond: Extrapolative Domain Adaptive Panoramic Segmentation CVPR 2026 Selective, Regularized, and Calibrated: Harnessing Vision Foundation Models for Cross-Domain Few-Shot Semantic Segmentation CVPR 2026 SHAPE: Structure-aware Hierarchical Unsupervised Domain Adaptation with Plausibility Evaluation for Medical Image Segmentation CVPR 2026 SlugRAG at SemEval-2026 Task 8: Domain-Specific Fine-Tuning and Model Scaling for Multi-Turn RAG Retrieval SemEval 2026 SPEGC: Continual Test-Time Adaptation via Semantic-Prompt-Enhanced Graph Clustering for Medical Image Segmentation CVPR 2026 STAR: Test-Time Adaptation Can Enhance Universal Prompt Learning for Vision-Language Models CVPR 2026 Tell2Adapt: A Unified Framework for Source Free Unsupervised Domain Adaptation via Vision Foundation Model CVPR 2026 TextFM: Robust Semi-dense Feature Matching with Language Guidance CVPR 2026 The Golden Subspace: Where Efficiency Meets Generalization in Continual Test-Time Adaptation CVPR 2026 Towards Stable Federated Continual Test-Time Adaptation in Wild World CVPR 2026 Towards Uncertainty-aware Unsupervised Domain Adaptation for Videos and Time-Series with Causal Optimal Transport CVPR 2026 TransformerTrio at SemEval-2026 Task 13: Navigating Domain Shift and Representation Instability in Machine-Generated Code Detection SemEval 2026 Wasserstein Gradient Flows for Scalable and Regularized Barycenter Computation UAI 2026 WiTTA-Bench: Benchmarking Test-Time Adaptation for WiFi Sensing CVPR 2026 AdaKWS: Towards Robust Keyword Spotting with Test-Time Adaptation Interspeech 2025 A Domain Robust Pre-Training Method with Local Prototypes for Speaker Verification Interspeech 2025 Adversarial Alignment with Anchor Dragging Drift (A3D2): Multimodal Domain Adaptation with Partially Shifted Modalities ACL 2025