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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

Personalized Adaptive Meta Learning for Cold-start User Preference Prediction AAAI 2021
On sensitivity of meta-learning to support data NIPS 2021
Intriguing Properties of Vision Transformers NIPS 2021
POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples NIPS 2021
Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis NIPS 2021
Re-ranking for image retrieval and transductive few-shot classification NIPS 2021
Weakly-Supervised Object Representation Learning for Few-Shot Semantic Segmentation WACV 2021
Fusion Learning Using Semantics and Graph Convolutional Network for Visual Food Recognition WACV 2021
PNPDet: Efficient Few-Shot Detection Without Forgetting via Plug-and-Play Sub-Networks WACV 2021
Class-Agnostic Few-Shot Object Counting WACV 2021
Partial Is Better Than All: Revisiting Fine-tuning Strategy for Few-shot Learning AAAI 2021
Data-Efficient Language Shaped Few-shot Image Classification EMNLP 2021
Towards Zero and Few-shot Knowledge-seeking Turn Detection in Task-orientated Dialogue Systems EMNLP 2021
Large-Scale Meta-Learning with Continual Trajectory Shifting ICML 2021
SagaNet: A Small Sample Gated Network for Pediatric Cancer Diagnosis ICML 2021
Domain-Adaptive Few-Shot Learning WACV 2021
Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning CVPR 2021
Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification ICML 2021
Home Action Genome: Cooperative Compositional Action Understanding CVPR 2021
Learning Dynamic Alignment via Meta-Filter for Few-Shot Learning CVPR 2021
Rethinking Class Relations: Absolute-Relative Supervised and Unsupervised Few-Shot Learning CVPR 2021
Neural View Synthesis and Matching for Semi-Supervised Few-Shot Learning of 3D Pose NIPS 2021
Few-Shot One-Class Classification via Meta-Learning AAAI 2021
Relative and Absolute Location Embedding for Few-Shot Node Classification on Graph AAAI 2021
Progressive Network Grafting for Few-Shot Knowledge Distillation AAAI 2021