| Multimodal Parameter-Efficient Few-Shot Class Incremental Learning | Mar 8, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| NAPA-VQ: Neighborhood Aware Prototype Augmentation with Vector Quantization for Continual Learning | Aug 18, 2023 | 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 |
| Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class Incremental Learning | Feb 6, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old Labels | May 12, 2020 | Autonomous Drivingclass-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 |
| Avalanche: an End-to-End Library for Continual Learning | Apr 1, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| No One Left Behind: Real-World Federated Class-Incremental Learning | Feb 2, 2023 | 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 |
| Online Class Incremental Learning on Stochastic Blurry Task Boundary via Mask and Visual Prompt Tuning | Aug 18, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks | Jul 10, 2018 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping | Feb 27, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Essentials for Class Incremental Learning | Feb 18, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| PLOP: Learning without Forgetting for Continual Semantic Segmentation | Nov 23, 2020 | Class Incremental LearningContinual 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 |
| Class-Incremental Learning via Dual Augmentation | Dec 1, 2021 | 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 |
| Class Incremental Learning via Likelihood Ratio Based Task Prediction | Sep 26, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental Learning | Feb 6, 2024 | 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 Generative Classifiers | Apr 20, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Reducing Class-wise Confusion for Incremental Learning with Disentangled Manifolds | Mar 22, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Audio-Visual Class-Incremental Learning | Aug 21, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning | Dec 29, 2022 | 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 |
| Class-Incremental Learning with Strong Pre-trained Models | Apr 7, 2022 | 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 |
| Distilling Causal Effect of Data in Class-Incremental Learning | Mar 2, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Energy-based Latent Aligner for Incremental Learning | Mar 28, 2022 | 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 |
| FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental Learning | Jan 1, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality Calibration | Jan 1, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration | Dec 8, 2023 | 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 |
| Continual Learning Based on OOD Detection and Task Masking | Mar 17, 2022 | 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 |
| FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning | Sep 25, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Federated Class-Incremental Learning | Mar 22, 2022 | 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 |
| AIR: Analytic Imbalance Rectifier for Continual Learning | Aug 19, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| FeTrIL: Feature Translation for Exemplar-Free Class-Incremental Learning | Nov 23, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Few-Shot Class-Incremental Learning | Apr 23, 2020 | 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 |
| Few-Shot Class Incremental Learning with Attention-Aware Self-Adaptive Prompt | Mar 14, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Few-Shot Incremental Learning with Continually Evolved Classifiers | Apr 7, 2021 | 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 |
| Forget-free Continual Learning with Soft-Winning SubNetworks | Mar 27, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| 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 |
| IIRC: Incremental Implicitly-Refined Classification | Dec 23, 2020 | Classificationclass-incremental learning | CodeCode Available | 1 |
