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few-shot learning

3390 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

Effective Few-Shot Classification with Transfer Learning COLING 2020
Event-Guided Denoising for Multilingual Relation Learning COLING 2020
From Machine Reading Comprehension to Dialogue State Tracking: Bridging the Gap ACL 2020
TableGPT: Few-shot Table-to-Text Generation with Table Structure Reconstruction and Content Matching COLING 2020
PuzzLing Machines: A Challenge on Learning From Small Data ACL 2020
Few Sample Knowledge Distillation for Efficient Network Compression CVPR 2020
VoiceID on the Fly: A Speaker Recognition System that Learns from Scratch INTERSPEECH 2020
The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT EMNLP 2020
Extensively Matching for Few-shot Learning Event Detection ACL 2020
MineGAN: Effective Knowledge Transfer From GANs to Target Domains With Few Images CVPR 2020
Learning Meta Face Recognition in Unseen Domains CVPR 2020
Evaluating Weakly Supervised Object Localization Methods Right CVPR 2020
Meta-learning from Tasks with Heterogeneous Attribute Spaces NIPS 2020
Incremental Few-Shot Object Detection CVPR 2020
Use the Force, Luke! Learning to Predict Physical Forces by Simulating Effects CVPR 2020
Prototypical Q Networks for Automatic Conversational Diagnosis and Few-Shot New Disease Adaption INTERSPEECH 2020
One Solution is Not All You Need: Few-Shot Extrapolation via Structured MaxEnt RL NIPS 2020
Attentive Weights Generation for Few Shot Learning via Information Maximization CVPR 2020
Few Sample Learning without Data Storage for Lifelong Stream Mining (Student Abstract) AAAI 2020
Word Frequency Does Not Predict Grammatical Knowledge in Language Models EMNLP 2020
MetaLight: Value-Based Meta-Reinforcement Learning for Traffic Signal Control AAAI 2020
Generative Continual Concept Learning AAAI 2020
Feature Deformation Meta-Networks in Image Captioning of Novel Objects AAAI 2020
Learning to Segment the Tail CVPR 2020
Towards Low-Resource Semi-Supervised Dialogue Generation with Meta-Learning EMNLP 2020