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Few-Shot Learning
618 directly classified papers
Papers per year
2013: 1
2016: 1
2017: 7
2018: 9
2019: 41
2020: 55
2021: 79
2022: 113
2023: 113
2024: 104
2025: 91
2026: 4
Papers
CAD: Co-Adapting Discriminative Features for Improved Few-Shot Classification
CVPR 2022
Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation
IJCAI 2022
“Covid vaccine is against Covid but Oxford vaccine is made at Oxford!” Semantic Interpretation of Proper Noun Compounds
EMNLP 2022
AMAL: Meta Knowledge-Driven Few-Shot Adapter Learning
EMNLP 2022
Dynamic Prototype Convolution Network for Few-Shot Semantic Segmentation
CVPR 2022
Multidimensional Belief Quantification for Label-Efficient Meta-Learning
CVPR 2022
CISLR: Corpus for Indian Sign Language Recognition
EMNLP 2022
Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language Generation
EMNLP 2022
Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-Ranking
EMNLP 2022
MatchPrompt: Prompt-based Open Relation Extraction with Semantic Consistency Guided Clustering
EMNLP 2022
Eeny, meeny, miny, moe. How to choose data for morphological inflection.
EMNLP 2022
Better Few-Shot Relation Extraction with Label Prompt Dropout
EMNLP 2022
Simple Questions Generate Named Entity Recognition Datasets
EMNLP 2022
Continued Pretraining for Better Zero- and Few-Shot Promptability
EMNLP 2022
CGoDial: A Large-Scale Benchmark for Chinese Goal-oriented Dialog Evaluation
EMNLP 2022
On Measuring the Intrinsic Few-Shot Hardness of Datasets
EMNLP 2022
BBTv2: Towards a Gradient-Free Future with Large Language Models
EMNLP 2022
Few-shot Query-Focused Summarization with Prefix-Merging
EMNLP 2022
Learning To Memorize Feature Hallucination for One-Shot Image Generation
CVPR 2022
Improving Adversarially Robust Few-Shot Image Classification With Generalizable Representations
CVPR 2022
Generalized Few-Shot Semantic Segmentation
CVPR 2022
Which Images To Label for Few-Shot Medical Landmark Detection?
CVPR 2022
Few-Shot Object Detection With Fully Cross-Transformer
CVPR 2022
FS6D: Few-Shot 6D Pose Estimation of Novel Objects
CVPR 2022
Generating Representative Samples for Few-Shot Classification
CVPR 2022
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