Domain Adaptation

A Layer Selection Approach to Test Time Adaptation AAAI 2025 Analysis of Phonetic Level Similarities Across Languages in Emotional Speech Interspeech 2025 A Simple Data Augmentation for Feature Distribution Skewed Federated Learning CVPR 2025 Attention-Based Class-Conditioned Alignment for Multi-Source Domain Adaptation of Object Detectors WACV 2025 Attention Bootstrapping for Multi-Modal Test-Time Adaptation AAAI 2025 Beyond UDA: Examining Temporal and Frequency Representations in Time Series Transfer ACML 2025 BLADE: Enhancing Black-Box Large Language Models with Small Domain-Specific Models AAAI 2025 Bridge Then Begin Anew: Generating Target-Relevant Intermediate Model for Source-Free Visual Emotion Adaptation AAAI 2025 Collaborative Semantic Consistency Alignment for Blended-Target Domain Adaptation AAAI 2025 Computing high-dimensional optimal transport by flow neural networks AISTATS 2025 Conditional Generative Learning from Invariant Representations in Multi-Source: Robustness and Efficiency AISTATS 2025 Continual Pre-Training is (not) What You Need in Domain Adaptation ACML 2025 COSMIC: Clique-Oriented Semantic Multi-space Integration for Robust CLIP Test-Time Adaptation CVPR 2025 Cross-corpus open-set Speech Emotion Recognition Method Based on Spatiotemporal Features with Inverse-Entropy Regularization Interspeech 2025 Curriculum Debiasing: Toward Robust Parameter-Efficient Fine-Tuning Against Dataset Biases ACL 2025 DAMMFND: Domain-Aware Multimodal Multi-view Fake News Detection AAAI 2025 Differential Alignment for Domain Adaptive Object Detection AAAI 2025 DKC: Differentiated Knowledge Consolidation for Cloth-Hybrid Lifelong Person Re-identification CVPR 2025 Domain Adaptation and Entanglement: an Optimal Transport Perspective AISTATS 2025 Domain Adaptation of Foundation LLMs for e-Commerce ACL 2025 Domain Adaptive Unfolded Graph Neural Networks AAAI 2025 DomCLP: Domain-wise Contrastive Learning with Prototype Mixup for Unsupervised Domain Generalization AAAI 2025 DoMIX: An Efficient Framework for Exploiting Domain Knowledge in Fine-Tuning ACL 2025 DoraCycle: Domain-Oriented Adaptation of Unified Generative Model in Multimodal Cycles CVPR 2025 Dual-Interrelated Diffusion Model for Few-Shot Anomaly Image Generation CVPR 2025