← Learning Paradigms
Machine Learning › Learning Paradigms ›

Domain Adaptation

183 directly classified papers

Papers per year

Papers

Image-to-video Adaptation with Outlier Modeling and Robust Self-learning AAAI 2025
Unsupervised Continual Domain Shift Learning with Multi-Prototype Modeling CVPR 2025
Knowledge-Guided Domain Adaptation Model for Transferring Drug Response Prediction from Cell Lines to Patients AAAI 2025
FedFSL-CFRD: Personalized Federated Few-Shot Learning with Collaborative Feature Representation Disentanglement AAAI 2025
ST-FiT: Inductive Spatial-Temporal Forecasting with Limited Training Data AAAI 2025
CRISP: Object Pose and Shape Estimation with Test-Time Adaptation CVPR 2025
Advancing SMoE for Continuous Domain Adaptation of MLLMs: Adaptive Router and Domain-Specific Loss ACL 2025
The Parables of the Mustard Seed and the Yeast: Extremely Low-Budget, High-Performance Nighttime Semantic Segmentation AAAI 2025
Core Knowledge Learning Framework for Graph AAAI 2025
Omni-Query Active Learning for Source-Free Domain Adaptive Cross-Modality 3D Semantic Segmentation AAAI 2025
Dynamic Target Distribution Estimation for Source-Free Open-Set Domain Adaptation AAAI 2025
Understanding Cross-Domain Adaptation in Low-Resource Topic Modeling ACL 2025
A Theory of Learning Unified Model via Knowledge Integration from Label Space Varying Domains CVPR 2025
AETTA: Label-Free Accuracy Estimation for Test-Time Adaptation CVPR 2024
Domain Adaptation via Prompt Learning for Alzheimer’s Detection EMNLP 2024
Improved Self-Training for Test-Time Adaptation CVPR 2024
Triple Feature Disentanglement for One-Stage Adaptive Object Detection AAAI 2024
Active Domain Adaptation with False Negative Prediction for Object Detection CVPR 2024
NightCC: Nighttime Color Constancy via Adaptive Channel Masking CVPR 2024
Effective Comparative Prototype Hashing for Unsupervised Domain Adaptation AAAI 2024
Uncovering and Mitigating the Hidden Chasm: A Study on the Text-Text Domain Gap in Euphemism Identification AAAI 2024
Domain-Specific Block Selection and Paired-View Pseudo-Labeling for Online Test-Time Adaptation CVPR 2024
Efficient Test-Time Adaptation of Vision-Language Models CVPR 2024
Discriminative Pattern Calibration Mechanism for Source-Free Domain Adaptation CVPR 2024
Are nuclear masks all you need for improved out-of-domain generalisation? A closer look at cancer classification in histopathology NIPS 2024