| Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learners | Apr 2, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 2 | 5 |
| Adaptive Decision Boundary for Few-Shot Class-Incremental Learning | Apr 15, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Few-Shot Class Incremental Learning with Attention-Aware Self-Adaptive Prompt | Mar 14, 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 |
| Few-Shot Class-Incremental Learning from an Open-Set Perspective | Jul 30, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Forward Compatible Few-Shot Class-Incremental Learning | Mar 14, 2022 | 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 |
| Subspace Regularizers for Few-Shot Class Incremental Learning | Oct 13, 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 |
| Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks | Mar 31, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Overcoming Catastrophic Forgetting in Incremental Few-Shot Learning by Finding Flat Minima | Oct 30, 2021 | Few-Shot Class-Incremental LearningFew-Shot Learning | CodeCode Available | 1 | 5 |
| Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting Mitigation | Oct 10, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants | Aug 3, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning | Mar 27, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Rethinking Few-shot Class-incremental Learning: Learning from Yourself | Jul 10, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration | Dec 8, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| S3C: Self-Supervised Stochastic Classifiers for Few-Shot Class-Incremental Learning | Jul 5, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Self-Promoted Prototype Refinement for Few-Shot Class-Incremental Learning | Jul 19, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Geometer: Graph Few-Shot Class-Incremental Learning via Prototype Representation | May 27, 2022 | class-incremental learningClass Incremental 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 |
| Graph Few-shot Class-incremental Learning | Dec 23, 2021 | 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 |
| Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning | Jul 8, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Multimodal Parameter-Efficient Few-Shot Class Incremental Learning | Mar 8, 2023 | 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 |
| Continuous Knowledge-Preserving Decomposition for Few-Shot Continual Learning | Jan 9, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class-Incremental Learning | Feb 2, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class Incremental Learning | Feb 6, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| NTK-Guided Few-Shot Class Incremental Learning | Mar 19, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| On the Soft-Subnetwork for Few-shot Class Incremental Learning | Sep 15, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Uncertainty-Aware Distillation for Semi-Supervised Few-Shot Class-Incremental Learning | Jan 24, 2023 | 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 |
| Few-Shot Class-Incremental Learning | Apr 23, 2020 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 | 5 |
| Few-Shot Class-Incremental Learning via Class-Aware Bilateral Distillation | Jan 1, 2023 | class-incremental learningClass Incremental 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 |
| FILP-3D: Enhancing 3D Few-shot Class-incremental Learning with Pre-trained Vision-Language Models | Dec 28, 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 |
| 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 |
| Covariance-based Space Regularization for Few-shot Class Incremental Learning | Nov 2, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 | 5 |
| Constructing Sample-to-Class Graph for Few-Shot Class-Incremental Learning | Oct 31, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 | 5 |
| Active Class Selection for Few-Shot Class-Incremental Learning | Jul 5, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 | 5 |
| Compositional Few-Shot Class-Incremental Learning | May 27, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 | 5 |
| GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-Shot Class Incremental Task | Jan 1, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 | 5 |
| A streamlined Approach to Multimodal Few-Shot Class Incremental Learning for Fine-Grained Datasets | Mar 10, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 | 5 |
| Class Balance Matters to Active Class-Incremental Learning | Dec 9, 2024 | Active Learningclass-incremental learning | CodeCode Available | 0 | 5 |
| Foundation Model-Powered 3D Few-Shot Class Incremental Learning via Training-free Adaptor | Oct 11, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 | 5 |
| CBCL-PR: A Cognitively Inspired Model for Class-Incremental Learning in Robotics | Jul 31, 2023 | AI Agentclass-incremental learning | CodeCode Available | 0 | 5 |
| Knowledge Transfer-Driven Few-Shot Class-Incremental Learning | Jun 19, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 | 5 |
| Few-shot Tuning of Foundation Models for Class-incremental Learning | May 26, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 | 5 |
| A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill Recognition | Apr 24, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 | 5 |
