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Few-Shot Learning

618 directly classified papers

Papers per year

Papers

Kernelized Few-Shot Object Detection With Efficient Integral Aggregation CVPR 2022
Motion-Modulated Temporal Fragment Alignment Network for Few-Shot Action Recognition CVPR 2022
Sylph: A Hypernetwork Framework for Incremental Few-Shot Object Detection CVPR 2022
Searching for Better Spatio-temporal Alignment in Few-Shot Action Recognition NIPS 2022
Feature-Proxy Transformer for Few-Shot Segmentation NIPS 2022
Few-Shot Fast-Adaptive Anomaly Detection NIPS 2022
Integrative Few-Shot Learning for Classification and Segmentation CVPR 2022
iFS-RCNN: An Incremental Few-Shot Instance Segmenter CVPR 2022
Pose Adaptive Dual Mixup for Few-Shot Single-View 3D Reconstruction AAAI 2022
Meta Faster R-CNN: Towards Accurate Few-Shot Object Detection with Attentive Feature Alignment AAAI 2022
TA2N: Two-Stage Action Alignment Network for Few-Shot Action Recognition AAAI 2022
DMN4: Few-Shot Learning via Discriminative Mutual Nearest Neighbor Neural Network AAAI 2022
Learning from the Target: Dual Prototype Network for Few Shot Semantic Segmentation AAAI 2022
Dual Attention Networks for Few-Shot Fine-Grained Recognition AAAI 2022
Cross-Domain Few-Shot Graph Classification AAAI 2022
A Nested Bi-level Optimization Framework for Robust Few Shot Learning AAAI 2022
Enhancing Self-Consistency and Performance of Pre-Trained Language Models through Natural Language Inference EMNLP 2022
Large language models are few-shot clinical information extractors EMNLP 2022
Are Hard Examples also Harder to Explain? A Study with Human and Model-Generated Explanations EMNLP 2022
Prompt-and-Rerank: A Method for Zero-Shot and Few-Shot Arbitrary Textual Style Transfer with Small Language Models EMNLP 2022
Generative Entity Typing with Curriculum Learning EMNLP 2022
KECP: Knowledge Enhanced Contrastive Prompting for Few-shot Extractive Question Answering EMNLP 2022
Making Pretrained Language Models Good Long-tailed Learners EMNLP 2022
CPL: Counterfactual Prompt Learning for Vision and Language Models EMNLP 2022
SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition EMNLP 2022