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Few-Shot Learning

618 directly classified papers

Papers per year

Papers

Hyperbolic Feature Augmentation via Distribution Estimation and Infinite Sampling on Manifolds NIPS 2022
Weak-shot Semantic Segmentation via Dual Similarity Transfer NIPS 2022
DualCoOp: Fast Adaptation to Multi-Label Recognition with Limited Annotations NIPS 2022
Few-Shot Non-Parametric Learning with Deep Latent Variable Model NIPS 2022
A Closer Look at Prototype Classifier for Few-shot Image Classification NIPS 2022
Meta-ticket: Finding optimal subnetworks for few-shot learning within randomly initialized neural networks NIPS 2022
Few-shot Image Generation via Adaptation-Aware Kernel Modulation NIPS 2022
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation NIPS 2022
An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning NIPS 2022
Zero- and Few-Shot NLP with Pretrained Language Models ACL 2022
Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging ACL 2022
N-Shot Learning for Augmenting Task-Oriented Dialogue State Tracking ACL 2022
Question Generation for Reading Comprehension Assessment by Modeling How and What to Ask ACL 2022
ASCM: An Answer Space Clustered Prompting Method without Answer Engineering ACL 2022
EICO: Improving Few-Shot Text Classification via Explicit and Implicit Consistency Regularization ACL 2022
A Few-Shot Semantic Parser for Wizard-of-Oz Dialogues with the Precise ThingTalk Representation ACL 2022
Dataset Debt in Biomedical Language Modeling ACL 2022
Pathologies of Pre-trained Language Models in Few-shot Fine-tuning ACL 2022
WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation EMNLP 2022
SMASH: Improving SMAll Language Models’ Few-SHot Ability with Prompt-Based Distillation EMNLP 2022
ASDOT: Any-Shot Data-to-Text Generation with Pretrained Language Models EMNLP 2022
Clip-Tuning: Towards Derivative-free Prompt Learning with a Mixture of Rewards EMNLP 2022
Snoopy: An Online Interface for Exploring the Effect of Pretraining Term Frequencies on Few-Shot LM Performance EMNLP 2022
EasyNLP: A Comprehensive and Easy-to-use Toolkit for Natural Language Processing EMNLP 2022
Multilingual Social Media Text Generation and Evaluation with Few-Shot Prompting EMNLP 2022