- Tailoring Embedding Function to Heterogeneous Few-Shot Tasks by Global and Local Feature Adaptors
- Learning Intact Features by Erasing-Inpainting for Few-Shot Classification
- PTN: A Poisson Transfer Network for Semi-Supervised Few-Shot Learning
- Few-Shot Lifelong Learning
- Partial Is Better Than All: Revisiting Fine-Tuning Strategy for Few-Shot Learning
- Few-Shot One-Class Classification via Meta-Learning
- Relative and Absolute Location Embedding for Few-Shot Node Classification on Graph
- FL-MSRE: A Few-Shot Learning Based Approach to Multimodal Social Relation Extraction
- Learning a Few-Shot Embedding Model with Contrastive Learning
- Learning from My Friends: Few-Shot Personalized Conversation Systems via Social Networks
- Looking Wider for Better Adaptive Representation in Few-Shot Learning
- Few-Shot Class-Incremental Learning via Relation Knowledge Distillation
- Attributes-Guided and Pure-Visual Attention Alignment for Few-Shot Recognition
- Task Cooperation for Semi-Supervised Few-Shot Learning