| S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental Learning | Jul 26, 2022 | Continual LearningExemplar-Free | CodeCode Available | 1 |
| TARGET: Federated Class-Continual Learning via Exemplar-Free Distillation | Mar 13, 2023 | Continual LearningExemplar-Free | CodeCode Available | 1 |
| Exemplar-free Continual Learning of Vision Transformers via Gated Class-Attention and Cascaded Feature Drift Compensation | Nov 22, 2022 | Continual LearningExemplar-Free | CodeCode Available | 1 |
| Semantic Shift Estimation via Dual-Projection and Classifier Reconstruction for Exemplar-Free Class-Incremental Learning | Mar 7, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| When Prompt-based Incremental Learning Does Not Meet Strong Pretraining | Aug 21, 2023 | Exemplar-FreeIncremental Learning | CodeCode Available | 1 |
| Every Shot Counts: Using Exemplars for Repetition Counting in Videos | Mar 26, 2024 | DecoderExemplar-Free | CodeCode Available | 1 |
| Exemplar-free Continual Representation Learning via Learnable Drift Compensation | Jul 11, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| GACL: Exemplar-Free Generalized Analytic Continual Learning | Mar 23, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual Learning | Mar 23, 2025 | Continual LearningExemplar-Free | CodeCode Available | 1 |
| Resurrecting Old Classes with New Data for Exemplar-Free Continual Learning | May 29, 2024 | Continual LearningExemplar-Free | CodeCode Available | 1 |
| Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental Learning | Sep 26, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Towards Exemplar-Free Continual Learning in Vision Transformers: an Account of Attention, Functional and Weight Regularization | Mar 24, 2022 | Continual LearningExemplar-Free | CodeCode Available | 1 |
| Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental Learning | Dec 24, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-Training | Apr 11, 2025 | 3D geometryclass-incremental learning | CodeCode Available | 1 |
| AIR: Analytic Imbalance Rectifier for Continual Learning | Aug 19, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental Learning | Feb 6, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning | Sep 25, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| FeTrIL: Feature Translation for Exemplar-Free Class-Incremental Learning | Nov 23, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual Learning | Aug 18, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental Learning | Mar 13, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental Learning | Mar 23, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Distribution-aware Forgetting Compensation for Exemplar-Free Lifelong Person Re-identification | Apr 21, 2025 | Exemplar-FreeKnowledge Distillation | CodeCode Available | 1 |
| Background Adaptation with Residual Modeling for Exemplar-Free Class-Incremental Semantic Segmentation | Jul 13, 2024 | Class-Incremental Semantic SegmentationExemplar-Free | —Unverified | 0 |
| Audio-Visual Class-Incremental Learning for Fish Feeding intensity Assessment in Aquaculture | Apr 21, 2025 | Benchmarkingclass-incremental learning | —Unverified | 0 |
| Exemplar Free Class Agnostic Counting | May 27, 2022 | Density EstimationExemplar-Free | —Unverified | 0 |
