| Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learners | Apr 2, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 2 |
| Adaptive Decision Boundary for Few-Shot Class-Incremental Learning | Apr 15, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Continuous Knowledge-Preserving Decomposition for Few-Shot Continual Learning | Jan 9, 2025 | 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 |
| CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning | Oct 8, 2024 | 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 |
| 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 |
| 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 |
| 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 |
| NTK-Guided Few-Shot Class Incremental Learning | Mar 19, 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 |
| Learning Prompt with Distribution-Based Feature Replay for Few-Shot Class-Incremental Learning | Jan 3, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| 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 |
| Continual Learning: Forget-free Winning Subnetworks for Video Representations | Dec 19, 2023 | 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 |
| Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants | Aug 3, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| S3C: Self-Supervised Stochastic Classifiers for Few-Shot Class-Incremental Learning | Jul 5, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| 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 |
| Forget-free Continual Learning with Soft-Winning SubNetworks | Mar 27, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Multimodal Parameter-Efficient Few-Shot Class Incremental Learning | Mar 8, 2023 | 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 |
| Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class-Incremental Learning | Feb 2, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Uncertainty-Aware Distillation for Semi-Supervised Few-Shot Class-Incremental Learning | Jan 24, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Few-Shot Class-Incremental Learning via Class-Aware Bilateral Distillation | Jan 1, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting Mitigation | Oct 10, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
