Domain Adaptation

Refining and Synthesis: A Simple yet Effective Data Augmentation Framework for Cross-Domain Aspect-based Sentiment Analysis ACL 2024 Reformulating Domain Adaptation of Large Language Models as Adapt-Retrieve-Revise: A Case Study on Chinese Legal Domain ACL 2024 Reinforced Cross-Domain Knowledge Distillation on Time Series Data NeurIPS 2024 Rethinking Generalizable Face Anti-spoofing via Hierarchical Prototype-guided Distribution Refinement in Hyperbolic Space CVPR 2024 Revealing Distribution Discrepancy by Sampling Transfer in Unlabeled Data NeurIPS 2024 Samba: Severity-aware Recurrent Modeling for Cross-domain Medical Image Grading NeurIPS 2024 Semantic Feature Learning for Universal Unsupervised Cross-Domain Retrieval NeurIPS 2024 Semantic Line Combination Detector CVPR 2024 Semantic Segmentation in Multiple Adverse Weather Conditions with Domain Knowledge Retention AAAI 2024 SimFair: Physics-Guided Fairness-Aware Learning with Simulation Models AAAI 2024 Single Domain Generalization for Crowd Counting CVPR 2024 Single-to-Dual-View Adaptation for Egocentric 3D Hand Pose Estimation CVPR 2024 SingularTrajectory: Universal Trajectory Predictor Using Diffusion Model CVPR 2024 SOAP: Cross-Sensor Domain Adaptation for 3D Object Detection Using Stationary Object Aggregation Pseudo-Labelling WACV 2024 SpGesture: Source-Free Domain-adaptive sEMG-based Gesture Recognition with Jaccard Attentive Spiking Neural Network NeurIPS 2024 Split to Merge: Unifying Separated Modalities for Unsupervised Domain Adaptation CVPR 2024 SSA-Seg: Semantic and Spatial Adaptive Pixel-level Classifier for Semantic Segmentation NeurIPS 2024 Style Adaptation and Uncertainty Estimation for Multi-Source Blended-Target Domain Adaptation NeurIPS 2024 Target-Free Domain Adaptation through Cross-Adaptation (Student Abstract) AAAI 2024 Task Oriented In-Domain Data Augmentation EMNLP 2024 TCP:Textual-based Class-aware Prompt tuning for Visual-Language Model CVPR 2024 Test-time Adaptation in Non-stationary Environments via Adaptive Representation Alignment NeurIPS 2024 Test-Time Domain Generalization for Face Anti-Spoofing CVPR 2024 Time-Varying LoRA: Towards Effective Cross-Domain Fine-Tuning of Diffusion Models NeurIPS 2024 TinyTTA: Efficient Test-time Adaptation via Early-exit Ensembles on Edge Devices NeurIPS 2024