few-shot class-incremental learning

HyCal: A Training-Free Prototype Calibration Method for Cross-Discipline Few-Shot Class-Incremental Learning CVPR 2026 Quantized Residuals to Continuous Prompts for Few-Shot Class Incremental Learning in Vision-Language Models CVPR 2026 Semantic-Guided Global-Local Collaborative Prompt Learning for Few-Shot Class Incremental Learning CVPR 2026 Adaptive Decision Boundary for Few-Shot Class-Incremental Learning AAAI 2025 AnchorInv: Few-Shot Class-Incremental Learning of Physiological Signals via Feature Space-Guided Inversion AAAI 2025 Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning CVPR 2025 CD^2: Constrained Dataset Distillation for Few-Shot Class-Incremental Learning IJCAI 2025 Flexi-FSCIL: Adaptive Knowledge Retention for Breaking the Stability-Plasticity Dilemma in Few-Shot Class-Incremental Learning ICCV 2025 Lark: Low-Rank Updates After Knowledge Localization for Few-shot Class-Incremental Learning ICCV 2025 Pseudo Informative Episode Construction for Few-Shot Class-Incremental Learning AAAI 2025 Revisiting Pool-based Prompt Learning for Few-shot Class-incremental Learning ICCV 2025 Strategic Base Representation Learning via Feature Augmentations for Few-Shot Class Incremental Learning WACV 2025 Tripartite Weight-Space Ensemble for Few-Shot Class-Incremental Learning CVPR 2025 Delve into Base-Novel Confusion: Redundancy Exploration for Few-Shot Class-Incremental Learning IJCAI 2024 M2SD:Multiple Mixing Self-Distillation for Few-Shot Class-Incremental Learning AAAI 2024 OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning CVPR 2024 Few-shot Class-incremental Audio Classification Using Stochastic Classifier Interspeech 2023 Few-Shot Class-Incremental Learning via Class-Aware Bilateral Distillation CVPR 2023 Learning With Fantasy: Semantic-Aware Virtual Contrastive Constraint for Few-Shot Class-Incremental Learning CVPR 2023 Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class-Incremental Learning ICLR 2023 Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches CVPR 2022 Forward Compatible Few-Shot Class-Incremental Learning CVPR 2022 Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting Mitigation NeurIPS 2022 MetaFSCIL: A Meta-Learning Approach for Few-Shot Class Incremental Learning CVPR 2022 Self-Promoted Prototype Refinement for Few-Shot Class-Incremental Learning CVPR 2021