Domain Adaptation

Linking Modality Isolation in Heterogeneous Collaborative Perception CVPR 2026 Masked Representation Modeling for Domain-Adaptive Segmentation CVPR 2026 Mind the Gap in Cultural Alignment: Task-Aware Culture Management for Large Language Models ACL 2026 MOS: Mitigating Optical-SAR Modality Gap for Cross-Modal Ship Re-Identification CVPR 2026 PanDA: Unsupervised Domain Adaptation for Multimodal 3D Panoptic Segmentation in Autonomous Driving CVPR 2026 Preconditioned Test-Time Adaptation for Out-of-Distribution Debiasing in Narrative Generation ACL 2026 QD-PCQA: Quality-Aware Domain Adaptation for Point Cloud Quality Assessment CVPR 2026 Rank-Guided Pseudo-Bias Learning for Robust Black-Box Adaptation CVPR 2026 RedOne 2.0: Rethinking Domain-specific LLM Post-Training in Social Networking Services ACL 2026 Rethinking Knowledge Transfer in Image Quality Assessment: A Perceptual Preference Structure Alignment Perspective CVPR 2026 REZE: Representation Regularization for Domain-adaptive Text Embedding Pre-finetuning ACL 2026 SAME: Signer-Aware Mixture-of-Experts for Test-Time Adaptation in Sign Language Translation ACL 2026 SEATrack: Simple, Efficient, and Adaptive Multimodal Tracker CVPR 2026 TANGO: Learning Distribution-wise Foundation Prior Consistency and Instance-wise Style Calibration for Medical Image Generalization CVPR 2026 Test-time Ego-Exo-centric Adaptation for Action Anticipation via Multi-Label Prototype Growing and Dual-Clue Consistency CVPR 2026 Text-Phase Synergy Network with Dual Priors for Unsupervised Cross-Domain Image Retrieval CVPR 2026 UDAPose: Unsupervised Domain Adaptation for Low-Light Human Pose Estimation CVPR 2026 Vision-Language Model Guided Source-Free Domain Adaptation via Optimal Transport CVPR 2026 White-Balance First, Adjust Later: Cross-Camera Color Constancy via Vision-Language Evaluation CVPR 2026 Adapting Large Language Models for Movie Domain with Narrative Understanding Tasks CoNLL 2025 Bridging Domains with Approximately Shared Features AISTATS 2025 Domain Adaptation Method and Modality Gap Impact in Audio-Text Models for Prototypical Sound Classification Interspeech 2025 Domain Adaptation with Hybrid Modeling for Learning Dynamical Systems ACML 2025 Efficient Data Selection for Domain Adaptation of ASR Using Pseudo-Labels and Multi-Stage Filtering Interspeech 2025 Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement ICLR 2025