| 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 | 5 |
| A preliminary study on continual learning in computer vision using Kolmogorov-Arnold Networks | Sep 20, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| DER: Dynamically Expandable Representation for Class Incremental Learning | Mar 31, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| IIRC: Incremental Implicitly-Refined Classification | Dec 23, 2020 | Classificationclass-incremental learning | CodeCode Available | 1 | 5 |
| FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning | Sep 25, 2023 | 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 |
| Learning Prompt with Distribution-Based Feature Replay for Few-Shot Class-Incremental Learning | Jan 3, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Learning to Prompt for Continual Learning | Dec 16, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| A Theoretical Study on Solving Continual Learning | Nov 4, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Learning without Forgetting for Vision-Language Models | May 30, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Audio-Visual Class-Incremental Learning | Aug 21, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion | Nov 22, 2021 | Class Incremental LearningContinual Learning | CodeCode Available | 1 | 5 |
| Class-Incremental Learning with Generative Classifiers | Apr 20, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Federated Class-Incremental Learning | Mar 22, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| FeTrIL: Feature Translation for Exemplar-Free Class-Incremental Learning | Nov 23, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Class-Incremental Learning via Dual Augmentation | Dec 1, 2021 | 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 |
| Exemplar-free Continual Representation Learning via Learnable Drift Compensation | Jul 11, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality Calibration | Jan 1, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Class Incremental Learning via Likelihood Ratio Based Task Prediction | Sep 26, 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 |
| Class-Incremental Learning with Cross-Space Clustering and Controlled Transfer | Aug 7, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental Learning | Jan 1, 2024 | 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 |
| Class-Incremental Learning with Strong Pre-trained Models | Apr 7, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| PILoRA: Prototype Guided Incremental LoRA for Federated Class-Incremental Learning | Jan 4, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning | Jun 17, 2021 | class-incremental learningClass Incremental 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 |
| Continual Learning Using a Kernel-Based Method Over Foundation Models | Dec 20, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Brain-inspired replay for continual learning with artificial neural networks | Aug 13, 2020 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Essentials for Class Incremental Learning | Feb 18, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Constrained Few-shot Class-incremental Learning | Mar 30, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| A Multi-Head Model for Continual Learning via Out-of-Distribution Replay | Aug 20, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Continual Learning Based on OOD Detection and Task Masking | Mar 17, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Adaptive Decision Boundary for Few-Shot Class-Incremental Learning | Apr 15, 2025 | 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 |
| 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 | 5 |
| CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental Learning | Dec 12, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams | Sep 2, 2020 | 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 |
| Co-Transport for Class-Incremental Learning | Jul 27, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Forget-free Continual Learning with Soft-Winning SubNetworks | Mar 27, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| FOSTER: Feature Boosting and Compression for Class-Incremental Learning | Apr 10, 2022 | 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 |
| Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old Labels | May 12, 2020 | Autonomous Drivingclass-incremental learning | CodeCode Available | 1 | 5 |
| Data-Free Class-Incremental Hand Gesture Recognition | Jan 1, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Class-Incremental Exemplar Compression for Class-Incremental Learning | Mar 24, 2023 | Bilevel Optimizationclass-incremental learning | CodeCode Available | 1 | 5 |
| Class-Incremental Grouping Network for Continual Audio-Visual Learning | Sep 11, 2023 | audio-visual learningclass-incremental learning | CodeCode Available | 1 | 5 |
| Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual Learning | Aug 18, 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 |
