Few-Shot Learning

Unsupervised Few-Shot Action Recognition via Action-Appearance Aligned Meta-Adaptation ICCV 2021 UoB_UK at SemEval 2021 Task 2: Zero-Shot and Few-Shot Learning for Multi-lingual and Cross-lingual Word Sense Disambiguation. SemEval 2021 Using Shape To Categorize: Low-Shot Learning With an Explicit Shape Bias CVPR 2021 UVStyle-Net: Unsupervised Few-Shot Learning of 3D Style Similarity Measure for B-Reps ICCV 2021 Variational Prototype Inference for Few-Shot Semantic Segmentation WACV 2021 Wandering within a world: Online contextualized few-shot learning ICLR 2021 Want To Reduce Labeling Cost? GPT-3 Can Help EMNLP 2021 WARP: Word-level Adversarial ReProgramming ACL 2021 Weak learning convex sets under normal distributions COLT 2021 Weakly-Supervised Object Representation Learning for Few-Shot Semantic Segmentation WACV 2021 What Changes Can Large-scale Language Models Bring? Intensive Study on HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers EMNLP 2021 What transfers in morphological inflection? Experiments with analogical models ACL 2021 When MAML Can Adapt Fast and How to Assist When It Cannot AISTATS 2021 Zero-Shot Compositional Concept Learning ACL 2021 A Baseline for Few-Shot Image Classification ICLR 2020 Action Genome: Actions As Compositions of Spatio-Temporal Scene Graphs CVPR 2020 Adaptive Subspaces for Few-Shot Learning CVPR 2020 Adversarial Feature Hallucination Networks for Few-Shot Learning CVPR 2020 Adversarially Robust Few-Shot Learning: A Meta-Learning Approach NeurIPS 2020 Adversarial Style Mining for One-Shot Unsupervised Domain Adaptation NeurIPS 2020 An Empirical Study of Contextual Data Augmentation for Japanese Zero Anaphora Resolution COLING 2020 An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot Labels EMNLP 2020 An Investigation of Few-Shot Learning in Spoken Term Classification Interspeech 2020 Assessing the Helpfulness of Learning Materials with Inference-Based Learner-Like Agent EMNLP 2020 A Theoretical Analysis of the Number of Shots in Few-Shot Learning ICLR 2020