| 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 |
| Dark Experience for General Continual Learning: a Strong, Simple Baseline | Apr 15, 2020 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| IIRC: Incremental Implicitly-Refined Classification | Dec 23, 2020 | Classificationclass-incremental learning | CodeCode Available | 1 | 5 |
| A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks | Jul 10, 2018 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Class-Incremental Learning with Generative Classifiers | Apr 20, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Learning Invariant Representation for Continual Learning | Jan 15, 2021 | 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 |
| A Theoretical Study on Solving Continual Learning | Nov 4, 2022 | 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 |
| Audio-Visual Class-Incremental Learning | Aug 21, 2023 | 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 |
| Exemplar-free Continual Representation Learning via Learnable Drift Compensation | Jul 11, 2024 | 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 |
| AIR: Analytic Imbalance Rectifier for Continual Learning | Aug 19, 2024 | 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 |
| Class-Incremental Learning via Dual Augmentation | Dec 1, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Class-Incremental Learning for Wireless Device Identification in IoT | May 8, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental Learning | Feb 6, 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 |
| Class-Incremental Learning with Cross-Space Clustering and Controlled Transfer | Aug 7, 2022 | 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 for Semantic Segmentation Re-Using Neither Old Data Nor Old Labels | May 12, 2020 | Autonomous Drivingclass-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 |
| Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning | Jun 17, 2021 | 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 |
| CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning | Oct 8, 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 |
| Continuous Knowledge-Preserving Decomposition for Few-Shot Continual Learning | Jan 9, 2025 | 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 |
| A Multi-Head Model for Continual Learning via Out-of-Distribution Replay | Aug 20, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Few-Shot Class-Incremental Learning | Apr 23, 2020 | 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 |
| Constrained Few-shot Class-incremental Learning | Mar 30, 2022 | 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 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 | 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 |
| Few-Shot Incremental Learning with Continually Evolved Classifiers | Apr 7, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Rehearsal-Free Continual Learning over Small Non-I.I.D. Batches | Jul 8, 2019 | 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 |
| A Comprehensive Empirical Evaluation on Online Continual Learning | Aug 20, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Generative Feature Replay For Class-Incremental Learning | Apr 20, 2020 | 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 |
| Class-Incremental Learning by Knowledge Distillation with Adaptive Feature Consolidation | Apr 2, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
