| Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality Calibration | Jan 1, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Revisiting Generative Replay for Class Incremental Object Detection | Jan 1, 2025 | class-incremental learningClass Incremental Learning | 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 |
| Continual Learning Using a Kernel-Based Method Over Foundation Models | Dec 20, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental Learning | Dec 12, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach | Oct 14, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning | Oct 8, 2024 | class-incremental learningClass Incremental Learning | 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 |
| A preliminary study on continual learning in computer vision using Kolmogorov-Arnold Networks | Sep 20, 2024 | 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 |
| Mitigating Background Shift in Class-Incremental Semantic Segmentation | Jul 16, 2024 | Class Incremental LearningClass-Incremental Semantic Segmentation | CodeCode Available | 1 |
| Exemplar-free Continual Representation Learning via Learnable Drift Compensation | Jul 11, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Rethinking Few-shot Class-incremental Learning: Learning from Yourself | Jul 10, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning | Jul 8, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| OpenCIL: Benchmarking Out-of-Distribution Detection in Class-Incremental Learning | Jul 8, 2024 | Benchmarkingclass-incremental learning | CodeCode Available | 1 |
| TEAL: New Selection Strategy for Small Buffers in Experience Replay Class Incremental Learning | Jun 30, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Less is more: Summarizing Patch Tokens for efficient Multi-Label Class-Incremental Learning | May 24, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Revisiting Neural Networks for Continual Learning: An Architectural Perspective | Apr 23, 2024 | Class Incremental LearningContinual Learning | CodeCode Available | 1 |
| Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers | Apr 9, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Semantically-Shifted Incremental Adapter-Tuning is A Continual ViTransformer | Mar 29, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Generative Multi-modal Models are Good Class-Incremental Learners | Mar 27, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning | Mar 27, 2024 | 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 |
| GACL: Exemplar-Free Generalized Analytic Continual Learning | Mar 23, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Text-Enhanced Data-free Approach for Federated Class-Incremental Learning | Mar 21, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
