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Few-Shot Class-Incremental Learning

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TitleStatusHype
Few-Shot Class-Incremental Learning For Efficient SAR Automatic Target Recognition—0
MEGA: Second-Order Gradient Alignment for Catastrophic Forgetting Mitigation in GFSCIL—0
Adaptive Decision Boundary for Few-Shot Class-Incremental LearningCode1
Adaptive Additive Parameter Updates of Vision Transformers for Few-Shot Continual Learning—0
Diffusion Meets Few-shot Class Incremental Learning—0
Learn by Reasoning: Analogical Weight Generation for Few-Shot Class-Incremental Learning—0
An experimental approach on Few Shot Class Incremental Learning—0
Singular Value Fine-tuning for Few-Shot Class-Incremental Learning—0
A New Benchmark for Few-Shot Class-Incremental Learning: Redefining the Upper Bound—0
FSCIL-SEI: Few-Shot Class-Incremental Learning Approach for Specific Emitter Identification—0
Brain-inspired analogical mixture prototypes for few-shot class-incremental learning—0
Latest Advancements Towards Catastrophic Forgetting under Data Scarcity: A Comprehensive Survey on Few-Shot Class Incremental Learning—0
Controllable Forgetting Mechanism for Few-Shot Class-Incremental Learning—0
Strategic Base Representation Learning via Feature Augmentations for Few-Shot Class Incremental Learning—0
Language-Inspired Relation Transfer for Few-shot Class-Incremental Learning—0
Continuous Knowledge-Preserving Decomposition for Few-Shot Continual LearningCode1
Tripartite Weight-Space Ensemble for Few-Shot Class-Incremental Learning—0
Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality CalibrationCode1
Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning—0
Hyperbolic Uncertainty-Aware Few-Shot Incremental Point Cloud Segmentation—0
SEC-Prompt:SEmantic Complementary Prompting for Few-Shot Class-Incremental Learning—0
Breaking Fine-Grained Classification Barriers with Cost-Free Data in Few-Shot Class-Incremental Learning—0
AnchorInv: Few-Shot Class-Incremental Learning of Physiological Signals via Representation Space Guided Inversion—0
CALA: A Class-Aware Logit Adapter for Few-Shot Class-Incremental Learning—0
On Distilling the Displacement Knowledge for Few-Shot Class-Incremental Learning—0
Class Balance Matters to Active Class-Incremental LearningCode0
Embedding Space Allocation with Angle-Norm Joint Classifiers for Few-Shot Class-Incremental Learning—0
Inductive Graph Few-shot Class Incremental Learning—0
An Efficient Memory Module for Graph Few-Shot Class-Incremental LearningCode0
Covariance-based Space Regularization for Few-shot Class Incremental LearningCode0
Foundation Model-Powered 3D Few-Shot Class Incremental Learning via Training-free AdaptorCode0
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental LearningCode1
Knowledge Adaptation Network for Few-Shot Class-Incremental Learning—0
Few-Shot Class-Incremental Learning with Non-IID Decentralized Data—0
Towards Robust Few-shot Class Incremental Learning in Audio Classification using Contrastive Representation—0
Rethinking Few-shot Class-incremental Learning: Learning from YourselfCode1
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental LearningCode1
Compositional Few-Shot Class-Incremental LearningCode0
Few-shot Tuning of Foundation Models for Class-incremental LearningCode0
Few-Shot Class Incremental Learning via Robust Transformer ApproachCode0
Delve into Base-Novel Confusion: Redundancy Exploration for Few-Shot Class-Incremental Learning—0
Few Shot Class Incremental Learning using Vision-Language models—0
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision TransformersCode1
Pre-trained Vision and Language Transformers Are Few-Shot Incremental LearnersCode2
OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental LearningCode1
A Bag of Tricks for Few-Shot Class-Incremental Learning—0
NTK-Guided Few-Shot Class Incremental LearningCode1
Controllable Relation Disentanglement for Few-Shot Class-Incremental Learning—0
Few-Shot Class Incremental Learning with Attention-Aware Self-Adaptive PromptCode1
12 mJ per Class On-Device Online Few-Shot Class-Incremental LearningCode0
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