| MOS: Model Surgery for Pre-Trained Model-Based Class-Incremental Learning | Dec 12, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 4 |
| PILOT: A Pre-Trained Model-Based Continual Learning Toolbox | Sep 13, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 2 |
| Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learners | Apr 2, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 2 |
| Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning | Mar 18, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 2 |
| Class-incremental Learning for Time Series: Benchmark and Evaluation | Feb 19, 2024 | Activity RecognitionBenchmarking | CodeCode Available | 2 |
| Learning without Forgetting | Jun 29, 2016 | Class Incremental LearningContinual Learning | CodeCode Available | 2 |
| Three scenarios for continual learning | Apr 15, 2019 | class-incremental learningClass Incremental Learning | CodeCode Available | 2 |
| A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning | May 26, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 2 |
| Mind the Interference: Retaining Pre-trained Knowledge in Parameter Efficient Continual Learning of Vision-Language Models | Jul 7, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 2 |
| Class-Incremental Learning: A Survey | Feb 7, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 2 |
| External Knowledge Injection for CLIP-Based Class-Incremental Learning | Mar 11, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 2 |
| Supervised Contrastive Learning | Apr 23, 2020 | Class Incremental LearningContrastive Learning | CodeCode Available | 2 |
| Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter Fusion | Jul 19, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 2 |
| Distilling Causal Effect of Data in Class-Incremental Learning | Mar 2, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Dark Experience for General Continual Learning: a Strong, Simple Baseline | Apr 15, 2020 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion | Nov 22, 2021 | Class Incremental LearningContinual Learning | CodeCode Available | 1 |
| Continuous Knowledge-Preserving Decomposition for Few-Shot Continual Learning | Jan 9, 2025 | 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 |
| Co-Transport for Class-Incremental Learning | Jul 27, 2021 | 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 |
| CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning | Oct 8, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Class-Incremental Learning with Generative Classifiers | Apr 20, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Continual Learning: Forget-free Winning Subnetworks for Video Representations | Dec 19, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Continual Learning for LiDAR Semantic Segmentation: Class-Incremental and Coarse-to-Fine strategies on Sparse Data | Apr 8, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| On Tiny Episodic Memories in Continual Learning | Feb 27, 2019 | Class Incremental LearningContinual Learning | CodeCode Available | 1 |
| Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams | Sep 2, 2020 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary Learning | Mar 15, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Data-Free Class-Incremental Hand Gesture Recognition | Jan 1, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| A Theoretical Study on Solving Continual Learning | Nov 4, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| DER: Dynamically Expandable Representation for Class Incremental Learning | Mar 31, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Class-Incremental Learning via Dual Augmentation | Dec 1, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Class-Incremental Learning for Wireless Device Identification in IoT | May 8, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Class Incremental Learning via Likelihood Ratio Based Task Prediction | Sep 26, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Constrained Few-shot Class-incremental Learning | Mar 30, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning | Jun 17, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Class-Incremental Exemplar Compression for Class-Incremental Learning | Mar 24, 2023 | Bilevel Optimizationclass-incremental learning | CodeCode Available | 1 |
| Class-Incremental Grouping Network for Continual Audio-Visual Learning | Sep 11, 2023 | audio-visual 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 |
| Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental Learning | Dec 24, 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 |
| A Multi-Head Model for Continual Learning via Out-of-Distribution Replay | Aug 20, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Adaptive Decision Boundary for Few-Shot Class-Incremental Learning | Apr 15, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Class-Incremental Learning by Knowledge Distillation with Adaptive Feature Consolidation | Apr 2, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Class-Incremental Learning with Cross-Space Clustering and Controlled Transfer | Aug 7, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Class-Incremental Learning with Strong Pre-trained Models | Apr 7, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning | May 30, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| A Comprehensive Empirical Evaluation on Online Continual Learning | Aug 20, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Audio-Visual Class-Incremental Learning | Aug 21, 2023 | 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 |
| AIR: Analytic Imbalance Rectifier for Continual Learning | Aug 19, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
