| Rethinking Few-shot Class-incremental Learning: Learning from Yourself | Jul 10, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Continuous Knowledge-Preserving Decomposition for Few-Shot Continual Learning | Jan 9, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Energy-based Latent Aligner for Incremental Learning | Mar 28, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Few-shot Class-incremental Learning for 3D Point Cloud Objects | May 30, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Continual Learning: Forget-free Winning Subnetworks for Video Representations | Dec 19, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Avalanche: an End-to-End Library for Continual Learning | Apr 1, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Continual Learning Using a Kernel-Based Method Over Foundation Models | Dec 20, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| On Tiny Episodic Memories in Continual Learning | Feb 27, 2019 | Class Incremental LearningContinual Learning | CodeCode Available | 1 | 5 |
| CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning | May 30, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Co-Transport for Class-Incremental Learning | Jul 27, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning | Oct 8, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Knowledge Restore and Transfer for Multi-label Class-Incremental Learning | Feb 26, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Learnability and Algorithm for Continual Learning | Jun 22, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary Learning | Mar 15, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| AIR: Analytic Imbalance Rectifier for Continual Learning | Aug 19, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Insights from the Future for Continual Learning | Jun 24, 2020 | Class Incremental LearningContinual Learning | CodeCode Available | 1 | 5 |
| Learning with Fantasy: Semantic-Aware Virtual Contrastive Constraint for Few-Shot Class-Incremental Learning | Apr 2, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental Learning | Dec 24, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Less is more: Summarizing Patch Tokens for efficient Multi-Label Class-Incremental Learning | May 24, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental Learning | Feb 6, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| LifeLonger: A Benchmark for Continual Disease Classification | Apr 12, 2022 | Classificationclass-incremental learning | CodeCode Available | 1 | 5 |
| Constrained Few-shot Class-incremental Learning | Mar 30, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Distilling Causal Effect of Data in Class-Incremental Learning | Mar 2, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Mnemonics Training: Multi-Class Incremental Learning without Forgetting | Feb 24, 2020 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
