| Target Semantics Clustering via Text Representations for Robust Universal Domain Adaptation | Jun 4, 2025 | Domain AdaptationUniversal Domain Adaptation | CodeCode Available | 1 |
| Analysis of Pseudo-Labeling for Online Source-Free Universal Domain Adaptation | Apr 16, 2025 | Domain AdaptationPseudo Label | CodeCode Available | 0 |
| Optimal Transport and Adaptive Thresholding for Universal Domain Adaptation on Time Series | Mar 14, 2025 | Domain AdaptationTime Series | CodeCode Available | 0 |
| Universal Domain Adaptation for Semantic Segmentation | Jan 1, 2025 | Domain AdaptationPseudo Label | CodeCode Available | 0 |
| Reducing Source-Private Bias in Extreme Universal Domain Adaptation | Oct 15, 2024 | Domain AdaptationSelf-Supervised Learning | —Unverified | 0 |
| Prototypical Partial Optimal Transport for Universal Domain Adaptation | Aug 2, 2024 | Domain AdaptationUniversal Domain Adaptation | —Unverified | 0 |
| Memory-Efficient Pseudo-Labeling for Online Source-Free Universal Domain Adaptation using a Gaussian Mixture Model | Jul 19, 2024 | Domain AdaptationOut-of-Distribution Detection | CodeCode Available | 0 |
| GLC++: Source-Free Universal Domain Adaptation through Global-Local Clustering and Contrastive Affinity Learning | Mar 21, 2024 | ClusteringContrastive Learning | CodeCode Available | 1 |
| Universal Semi-Supervised Domain Adaptation by Mitigating Common-Class Bias | Mar 17, 2024 | Domain AdaptationPseudo Label | CodeCode Available | 0 |
| LEAD: Learning Decomposition for Source-free Universal Domain Adaptation | Mar 6, 2024 | Domain AdaptationTransfer Learning | CodeCode Available | 1 |
| COMET: Contrastive Mean Teacher for Online Source-Free Universal Domain Adaptation | Jan 31, 2024 | Domain AdaptationTest-time Adaptation | CodeCode Available | 0 |
| MLNet: Mutual Learning Network with Neighborhood Invariance for Universal Domain Adaptation | Dec 13, 2023 | Domain AdaptationTransfer Learning | CodeCode Available | 1 |
| A Unified Framework for Unsupervised Domain Adaptation based on Instance Weighting | Dec 8, 2023 | Domain AdaptationPartial Domain Adaptation | —Unverified | 0 |
| Universal Domain Adaptation for Robust Handling of Distributional Shifts in NLP | Oct 23, 2023 | Domain AdaptationUniversal Domain Adaptation | CodeCode Available | 0 |
| Memory-Assisted Sub-Prototype Mining for Universal Domain Adaptation | Oct 9, 2023 | Domain AdaptationUniversal Domain Adaptation | —Unverified | 0 |
| COCA: Classifier-Oriented Calibration via Textual Prototype for Source-Free Universal Domain Adaptation | Aug 21, 2023 | Domain AdaptationFew-Shot Learning | CodeCode Available | 0 |
| Universal Domain Adaptation from Foundation Models: A Baseline Study | May 18, 2023 | Domain AdaptationUniversal Domain Adaptation | CodeCode Available | 1 |
| Generalized Universal Domain Adaptation with Generative Flow Networks | May 8, 2023 | Domain AdaptationUniversal Domain Adaptation | —Unverified | 0 |
| Universal Domain Adaptation via Compressive Attention Matching | Apr 24, 2023 | Domain AdaptationUniversal Domain Adaptation | —Unverified | 0 |
| Noisy Universal Domain Adaptation via Divergence Optimization for Visual Recognition | Apr 20, 2023 | Domain AdaptationUniversal Domain Adaptation | CodeCode Available | 1 |
| Upcycling Models under Domain and Category Shift | Mar 13, 2023 | ClusteringDomain Adaptation | CodeCode Available | 1 |
| Domain Adaptation for Time Series Under Feature and Label Shifts | Feb 6, 2023 | Domain AdaptationTime Series | CodeCode Available | 1 |
| DeepAstroUDA: Semi-Supervised Universal Domain Adaptation for Cross-Survey Galaxy Morphology Classification and Anomaly Detection | Feb 3, 2023 | Anomaly DetectionDomain Adaptation | CodeCode Available | 1 |
| Universal Domain Adaptation for Remote Sensing Image Scene Classification | Jan 26, 2023 | ClassificationDomain Adaptation | CodeCode Available | 1 |
| Boosting Novel Category Discovery Over Domains with Soft Contrastive Learning and All in One Classifier | Jan 1, 2023 | AllContrastive Learning | CodeCode Available | 0 |
| Learning Classifiers of Prototypes and Reciprocal Points for Universal Domain Adaptation | Dec 16, 2022 | Domain AdaptationUniversal Domain Adaptation | —Unverified | 0 |
| Boosting Novel Category Discovery Over Domains with Soft Contrastive Learning and All-in-One Classifier | Nov 21, 2022 | AllContrastive Learning | —Unverified | 0 |
| Semi-Supervised Domain Adaptation for Cross-Survey Galaxy Morphology Classification and Anomaly Detection | Nov 1, 2022 | Anomaly DetectionDomain Adaptation | CodeCode Available | 1 |
| Unified Optimal Transport Framework for Universal Domain Adaptation | Oct 31, 2022 | Domain AdaptationRepresentation Learning | CodeCode Available | 1 |
| Subsidiary Prototype Alignment for Universal Domain Adaptation | Oct 28, 2022 | Domain AdaptationObject Recognition | —Unverified | 0 |
| HyperDomainNet: Universal Domain Adaptation for Generative Adversarial Networks | Oct 17, 2022 | Domain AdaptationUniversal Domain Adaptation | CodeCode Available | 1 |
| Provably Uncertainty-Guided Universal Domain Adaptation | Sep 19, 2022 | Domain AdaptationUniversal Domain Adaptation | —Unverified | 0 |
| Exploiting Inter-Sample Affinity for Knowability-Aware Universal Domain Adaptation | Jul 19, 2022 | Domain AdaptationUniversal Domain Adaptation | —Unverified | 0 |
| Towards Adaptive Unknown Authentication for Universal Domain Adaptation by Classifier Paradox | Jul 10, 2022 | Domain AdaptationUniversal Domain Adaptation | —Unverified | 0 |
| 0/1 Deep Neural Networks via Block Coordinate Descent | Jun 19, 2022 | 10-shot image generation | —Unverified | 0 |
| OneRing: A Simple Method for Source-free Open-partial Domain Adaptation | Jun 7, 2022 | Domain AdaptationDomain Generalization | CodeCode Available | 1 |
| Geometric Anchor Correspondence Mining With Uncertainty Modeling for Universal Domain Adaptation | Jan 1, 2022 | Contrastive LearningDomain Adaptation | —Unverified | 0 |
| UMAD: Universal Model Adaptation under Domain and Category Shift | Dec 16, 2021 | Domain AdaptationUniversal Domain Adaptation | —Unverified | 0 |
| 2nd Place Solution for VisDA 2021 Challenge -- Universally Domain Adaptive Image Recognition | Oct 27, 2021 | Domain AdaptationUniversal Domain Adaptation | —Unverified | 0 |
| VisDA-2021 Competition Universal Domain Adaptation to Improve Performance on Out-of-Distribution Data | Jul 23, 2021 | BIG-bench Machine LearningDomain Adaptation | CodeCode Available | 1 |
| Distance-based Hyperspherical Classification for Multi-source Open-Set Domain Adaptation | Jul 5, 2021 | Contrastive LearningDomain Adaptation | CodeCode Available | 1 |
| Universal Domain Adaptation in Ordinal Regression | Jun 22, 2021 | Age EstimationClustering | —Unverified | 0 |
| Domain Consensus Clustering for Universal Domain Adaptation | Jun 5, 2021 | ClusteringDomain Adaptation | CodeCode Available | 0 |
| On Universal Black-Box Domain Adaptation | Apr 10, 2021 | Domain AdaptationUniversal Domain Adaptation | CodeCode Available | 1 |
| OVANet: One-vs-All Network for Universal Domain Adaptation | Apr 7, 2021 | AllDomain Adaptation | CodeCode Available | 1 |
| Divergence Optimization for Noisy Universal Domain Adaptation | Apr 1, 2021 | Domain AdaptationUniversal Domain Adaptation | CodeCode Available | 1 |
| Active Universal Domain Adaptation | Jan 1, 2021 | Active LearningDomain Adaptation | —Unverified | 0 |
| Universal Multi-Source Domain Adaptation | Nov 5, 2020 | Domain AdaptationUniversal Domain Adaptation | —Unverified | 0 |
| Unveiling Class-Labeling Structure for Universal Domain Adaptation | Oct 10, 2020 | Domain AdaptationUniversal Domain Adaptation | —Unverified | 0 |
| Learning to Detect Open Classes for Universal Domain Adaptation | Aug 1, 2020 | Domain AdaptationUniversal Domain Adaptation | CodeCode Available | 1 |
