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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Something-Else: Compositional Action Recognition With Spatial-Temporal Interaction Networks CVPR 2020
Query-Driven Multi-Instance Learning AAAI 2020
Few-Shot Learning for Opinion Summarization EMNLP 2020
Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference EMNLP 2020
IsOBS: An Information System for Oracle Bone Script EMNLP 2020
Few-Shot Learning via Embedding Adaptation With Set-to-Set Functions CVPR 2020
Few-Shot Learning of Part-Specific Probability Space for 3D Shape Segmentation CVPR 2020
DPGN: Distribution Propagation Graph Network for Few-Shot Learning CVPR 2020
Learning to Learn to Disambiguate: Meta-Learning for Few-Shot Word Sense Disambiguation EMNLP 2020
Taxy.io@FinTOC-2020: Multilingual Document Structure Extraction using Transfer Learning COLING 2020
Winnowing with Gradient Descent COLT 2020
Learning to Decouple Relations: Few-Shot Relation Classification with Entity-Guided Attention and Confusion-Aware Training COLING 2020
Few-Shot Pill Recognition CVPR 2020
GPIRT: A Gaussian Process Model for Item Response Theory UAI 2020
Task-Aware Representation of Sentences for Generic Text Classification COLING 2020
iTAML: An Incremental Task-Agnostic Meta-learning Approach CVPR 2020
A Two-phase Prototypical Network Model for Incremental Few-shot Relation Classification COLING 2020
Camouflaged Chinese Spam Content Detection with Semi-supervised Generative Active Learning ACL 2020
Adversarial Feature Hallucination Networks for Few-Shot Learning CVPR 2020
Representation Based Meta-Learning for Few-Shot Spoken Intent Recognition INTERSPEECH 2020
MetaFun: Meta-Learning with Iterative Functional Updates ICML 2020
Unraveling Meta-Learning: Understanding Feature Representations for Few-Shot Tasks ICML 2020
COVID-19 Surveillance through Twitter using Self-Supervised and Few Shot Learning EMNLP 2020
What Are You Trying to Do? Semantic Typing of Event Processes EMNLP 2020
On the Role of Supervision in Unsupervised Constituency Parsing EMNLP 2020