| Advances in Multimodal Adaptation and Generalization: From Traditional Approaches to Foundation Models | Jan 30, 2025 | Action RecognitionDomain Adaptation | CodeCode Available | 3 |
| A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts | Mar 27, 2023 | Domain AdaptationSource-Free Domain Adaptation | CodeCode Available | 3 |
| Ranked Entropy Minimization for Continual Test-Time Adaptation | May 22, 2025 | Test-time Adaptation | CodeCode Available | 2 |
| SURGEON: Memory-Adaptive Fully Test-Time Adaptation via Dynamic Activation Sparsity | Mar 26, 2025 | Test-time Adaptation | CodeCode Available | 2 |
| Test-Time Domain Generalization via Universe Learning: A Multi-Graph Matching Approach for Medical Image Segmentation | Mar 17, 2025 | Domain AdaptationDomain Generalization | CodeCode Available | 2 |
| Scalable Benchmarking and Robust Learning for Noise-Free Ego-Motion and 3D Reconstruction from Noisy Video | Jan 24, 2025 | 3D ReconstructionBenchmarking | CodeCode Available | 2 |
| Realistic Test-Time Adaptation of Vision-Language Models | Jan 7, 2025 | Test-time Adaptation | CodeCode Available | 2 |
| Diffusion-Enhanced Test-time Adaptation with Text and Image Augmentation | Dec 12, 2024 | Image AugmentationImage Generation | CodeCode Available | 2 |
| Searching Latent Program Spaces | Nov 13, 2024 | ARCProgram induction | CodeCode Available | 2 |
| Recent Advances in OOD Detection: Problems and Approaches | Sep 18, 2024 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 2 |
| WATT: Weight Average Test-Time Adaptation of CLIP | Jun 19, 2024 | image-classificationImage Classification | CodeCode Available | 2 |
| Fully Test-Time Adaptation for Monocular 3D Object Detection | May 30, 2024 | 3D Object DetectionMonocular 3D Object Detection | CodeCode Available | 2 |
| Frustratingly Easy Test-Time Adaptation of Vision-Language Models | May 28, 2024 | Test-time Adaptation | CodeCode Available | 2 |
| Decomposing the Neurons: Activation Sparsity via Mixture of Experts for Continual Test Time Adaptation | May 26, 2024 | feature selectionMixture-of-Experts | CodeCode Available | 2 |
| Test-Time Adaptation with SaLIP: A Cascade of SAM and CLIP for Zero shot Medical Image Segmentation | Apr 9, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 |
| Test-Time Zero-Shot Temporal Action Localization | Apr 8, 2024 | Action LocalizationLanguage Modelling | CodeCode Available | 2 |
| Test-Time Model Adaptation with Only Forward Passes | Apr 2, 2024 | modelTest-time Adaptation | CodeCode Available | 2 |
| Towards Stable Test-Time Adaptation in Dynamic Wild World | Feb 24, 2023 | Test-time Adaptation | CodeCode Available | 2 |
| Continual Test-Time Domain Adaptation | Mar 25, 2022 | Domain AdaptationTest-time Adaptation | CodeCode Available | 2 |
| Benchmarking Robustness of 3D Point Cloud Recognition Against Common Corruptions | Jan 28, 2022 | 3D Point Cloud Classification3D Point Cloud Data Augmentation | CodeCode Available | 2 |
| AVROBUSTBENCH: Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time | May 31, 2025 | BenchmarkingTest-time Adaptation | CodeCode Available | 1 |
| Test-Time Adaptation of Vision-Language Models for Open-Vocabulary Semantic Segmentation | May 28, 2025 | image-classificationImage Classification | CodeCode Available | 1 |
| From Local Details to Global Context: Advancing Vision-Language Models with Attention-Based Selection | May 19, 2025 | feature selectionOut-of-Distribution Generalization | CodeCode Available | 1 |
| COSMIC: Clique-Oriented Semantic Multi-space Integration for Robust CLIP Test-Time Adaptation | Mar 30, 2025 | Test-time Adaptation | CodeCode Available | 1 |
| Noisy Test-Time Adaptation in Vision-Language Models | Feb 20, 2025 | Test-time Adaptation | CodeCode Available | 1 |
| Fine-Tuning Strategies for Continual Online EEG Motor Imagery Decoding: Insights from a Large-Scale Longitudinal Study | Feb 5, 2025 | DecoderDomain Adaptation | CodeCode Available | 1 |
| Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization | Jan 23, 2025 | Test-time Adaptation | CodeCode Available | 1 |
| Training-Free Zero-Shot Temporal Action Detection with Vision-Language Models | Jan 23, 2025 | Action DetectionPseudo Label | CodeCode Available | 1 |
| Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation | Jan 9, 2025 | Test-time AdaptationTime Series | CodeCode Available | 1 |
| Online Gaussian Test-Time Adaptation of Vision-Language Models | Jan 8, 2025 | Test-time Adaptation | CodeCode Available | 1 |
| Exploring Structured Semantic Priors Underlying Diffusion Score for Test-time Adaptation | Jan 1, 2025 | DenoisingTest-time Adaptation | CodeCode Available | 1 |
| Learning to Generate Gradients for Test-Time Adaptation via Test-Time Training Layers | Dec 22, 2024 | MemorizationTest-time Adaptation | CodeCode Available | 1 |
| T-TIME: Test-Time Information Maximization Ensemble for Plug-and-Play BCIs | Dec 10, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Bridging the Gap for Test-Time Multimodal Sentiment Analysis | Dec 10, 2024 | Multimodal Sentiment AnalysisPseudo Label | CodeCode Available | 1 |
| DATTA: Domain-Adversarial Test-Time Adaptation for Cross-Domain WiFi-Based Human Activity Recognition | Nov 20, 2024 | Activity RecognitionDomain Generalization | CodeCode Available | 1 |
| Beyond Model Adaptation at Test Time: A Survey | Nov 6, 2024 | Domain AdaptationDomain Generalization | CodeCode Available | 1 |
| Test-Time Adaptation in Point Clouds: Leveraging Sampling Variation with Weight Averaging | Nov 2, 2024 | 3D Point Cloud ClassificationPoint Cloud Classification | CodeCode Available | 1 |
| TALoS: Enhancing Semantic Scene Completion via Test-time Adaptation on the Line of Sight | Oct 21, 2024 | 3D Semantic Scene Completion3D Semantic Segmentation | CodeCode Available | 1 |
| BoostAdapter: Improving Vision-Language Test-Time Adaptation via Regional Bootstrapping | Oct 20, 2024 | Test-time Adaptation | CodeCode Available | 1 |
| Dual Prototype Evolving for Test-Time Generalization of Vision-Language Models | Oct 16, 2024 | Computational EfficiencyTest-time Adaptation | CodeCode Available | 1 |
| Is Less More? Exploring Token Condensation as Training-free Adaptation for CLIP | Oct 16, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| LLM Embeddings Improve Test-time Adaptation to Tabular Y|X-Shifts | Oct 9, 2024 | Test-time AdaptationWorld Knowledge | CodeCode Available | 1 |
| Fine-Tuning CLIP's Last Visual Projector: A Few-Shot Cornucopia | Oct 7, 2024 | Domain GeneralizationLanguage Modeling | CodeCode Available | 1 |
| Test-time Adaptation for Regression by Subspace Alignment | Oct 4, 2024 | regressionTest-time Adaptation | CodeCode Available | 1 |
| PASS:Test-Time Prompting to Adapt Styles and Semantic Shapes in Medical Image Segmentation | Oct 2, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Gradient Alignment Improves Test-Time Adaptation for Medical Image Segmentation | Aug 14, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| LI-TTA: Language Informed Test-Time Adaptation for Automatic Speech Recognition | Aug 11, 2024 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| UniTTA: Unified Benchmark and Versatile Framework Towards Realistic Test-Time Adaptation | Jul 29, 2024 | Test-time Adaptation | CodeCode Available | 1 |
| STAMP: Outlier-Aware Test-Time Adaptation with Stable Memory Replay | Jul 22, 2024 | Outlier DetectionTest-time Adaptation | CodeCode Available | 1 |
| Robust Calibration of Large Vision-Language Adapters | Jul 18, 2024 | Prompt LearningTest-time Adaptation | CodeCode Available | 1 |