| Distribution-aware Forgetting Compensation for Exemplar-Free Lifelong Person Re-identification | Apr 21, 2025 | Exemplar-FreeKnowledge Distillation | CodeCode Available | 1 |
| LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual Learning | Mar 23, 2025 | 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 |
| 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 |
| 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 |
| Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental Learning | Feb 6, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Every Shot Counts: Using Exemplars for Repetition Counting in Videos | Mar 26, 2024 | DecoderExemplar-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 |
| GACL: Exemplar-Free Generalized Analytic Continual Learning | Mar 23, 2024 | 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 |
| TARGET: Federated Class-Continual Learning via Exemplar-Free Distillation | Mar 13, 2023 | Continual LearningExemplar-Free | CodeCode Available | 1 |
| Exemplar-free Continual Representation Learning via Learnable Drift Compensation | Jul 11, 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 |
| 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 |
| 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 |
| AIR: Analytic Imbalance Rectifier for Continual Learning | Aug 19, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental Learning | Jul 26, 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 |
| Resurrecting Old Classes with New Data for Exemplar-Free Continual Learning | May 29, 2024 | 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 |
| When Prompt-based Incremental Learning Does Not Meet Strong Pretraining | Aug 21, 2023 | Exemplar-FreeIncremental Learning | CodeCode Available | 1 |
| Self-distilled Knowledge Delegator for Exemplar-free Class Incremental Learning | May 23, 2022 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| ABC Easy as 123: A Blind Counter for Exemplar-Free Multi-Class Class-agnostic Counting | Sep 9, 2023 | Exemplar-Free | —Unverified | 0 |
| AnalyticKWS: Towards Exemplar-Free Analytic Class Incremental Learning for Small-footprint Keyword Spotting | May 17, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| An Analysis of Initial Training Strategies for Exemplar-Free Class-Incremental Learning | Aug 22, 2023 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Audio-Visual Class-Incremental Learning for Fish Feeding intensity Assessment in Aquaculture | Apr 21, 2025 | Benchmarkingclass-incremental learning | —Unverified | 0 |
| Background Adaptation with Residual Modeling for Exemplar-Free Class-Incremental Semantic Segmentation | Jul 13, 2024 | Class-Incremental Semantic SegmentationExemplar-Free | —Unverified | 0 |
| Bring Evanescent Representations to Life in Lifelong Class Incremental Learning | Jan 1, 2022 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Where's That Voice Coming? Continual Learning for Sound Source Localization | Jul 4, 2024 | Continual LearningExemplar-Free | —Unverified | 0 |
| Density Map Distillation for Incremental Object Counting | Apr 11, 2023 | Exemplar-FreeIncremental Learning | —Unverified | 0 |
| DiffClass: Diffusion-Based Class Incremental Learning | Mar 8, 2024 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| DuET: Dual Incremental Object Detection via Exemplar-Free Task Arithmetic | Jun 26, 2025 | Autonomous DrivingAvg | —Unverified | 0 |
| Exemplar Free Class Agnostic Counting | May 27, 2022 | Density EstimationExemplar-Free | —Unverified | 0 |
| Exemplar-Free Class Incremental Learning via Incremental Representation | Mar 24, 2024 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Exemplar-Free Continual Learning for State Space Models | May 24, 2025 | Continual LearningExemplar-Free | —Unverified | 0 |
| Exemplar-Free Continual Transformer with Convolutions | Aug 22, 2023 | Continual LearningExemplar-Free | —Unverified | 0 |
| Exemplar-free Online Continual Learning | Feb 11, 2022 | Continual LearningExemplar-Free | —Unverified | 0 |
| FeTrIL++: Feature Translation for Exemplar-Free Class-Incremental Learning with Hill-Climbing | Mar 12, 2024 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Future-Proofing Class Incremental Learning | Apr 4, 2024 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing | May 20, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| On the Discrimination and Consistency for Exemplar-Free Class Incremental Learning | Jan 26, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| PAL: Prompting Analytic Learning with Missing Modality for Multi-Modal Class-Incremental Learning | Jan 16, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| PlaStIL: Plastic and Stable Memory-Free Class-Incremental Learning | Sep 14, 2022 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| PointCLIMB: An Exemplar-Free Point Cloud Class Incremental Benchmark | Apr 13, 2023 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Progressive Voronoi Diagram Subdivision: Towards A Holistic Geometric Framework for Exemplar-free Class-Incremental Learning | Jul 28, 2022 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| REAL: Representation Enhanced Analytic Learning for Exemplar-free Class-incremental Learning | Mar 20, 2024 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| ReFu: Recursive Fusion for Exemplar-Free 3D Class-Incremental Learning | Sep 18, 2024 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Rotation Augmented Distillation for Exemplar-Free Class Incremental Learning with Detailed Analysis | Aug 29, 2023 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Diffusion Model Meets Non-Exemplar Class-Incremental Learning and Beyond | Aug 6, 2024 | class-incremental learningClass Incremental Learning | —Unverified | 0 |