Domain Adaptation

Dynamic Target Distribution Estimation for Source-Free Open-Set Domain Adaptation AAAI 2025 Efficient Data Selection for Domain Adaptation of ASR Using Pseudo-Labels and Multi-Stage Filtering Interspeech 2025 Effortless Active Labeling for Long-Term Test-Time Adaptation CVPR 2025 Enhancing Multivariate Time-Series Domain Adaptation via Contrastive Frequency Graph Discovery and Language-Guided Adversary Alignment AAAI 2025 Equirectangular Point Reconstruction for Domain Adaptive Multimodal 3D Object Detection in Adverse Weather Conditions AAAI 2025 Everything to the Synthetic: Diffusion-driven Test-time Adaptation via Synthetic-Domain Alignment CVPR 2025 Examining Test-Time Adaptation for Personalized Child Speech Recognition Interspeech 2025 FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation AAAI 2025 Few-Shot Domain Adaptation for Learned Image Compression AAAI 2025 Fourier Guided Adaptive Adversarial Augmentation for Generalization in Visual Reinforcement Learning AAAI 2025 GarFast: Realistic and Fast Garment Transfer with a Simplified Parser-Free Approach AAAI 2025 Gaze Label Alignment: Alleviating Domain Shift for Gaze Estimation AAAI 2025 GCML: Gradient Coherence Guided Meta-Learning for Cross-Domain Emerging Topic Rumor Detection EMNLP 2025 Gradient-Based Sample Selection for Black-Box Universal Domain Adaptation AAAI 2025 Graph-Attention Network with Adversarial Domain Alignment for Robust Cross-Domain Facial Expression Recognition ACML 2025 Hard Negative Mining for Domain-Specific Retrieval in Enterprise Systems ACL 2025 Hierarchical Mixture of Experts: Generalizable Learning for High-Level Synthesis AAAI 2025 Importance-weighted Positive-unlabeled Learning for Distribution Shift Adaptation AISTATS 2025 Invertible Projection and Conditional Alignment for Multi-Source Blended-Target Domain Adaptation AAAI 2025 Knowledge-Aligned Counterfactual-Enhancement Diffusion Perception for Unsupervised Cross-Domain Visual Emotion Recognition CVPR 2025 Large Self-Supervised Models Bridge the Gap in Domain Adaptive Object Detection CVPR 2025 Learning from Label Proportions and Covariate-shifted Instances UAI 2025 Leveraging Frozen Batch Normalization for Co-Training in Source-Free Domain Adaptation AISTATS 2025 Leveraging Geographic Metadata for Dialect-Aware Speech Recognition Interspeech 2025 Limited-Resource Adapters Are Regularizers, Not Linguists ACL 2025