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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Guiding the Growth: Difficulty-Controllable Question Generation through Step-by-Step Rewriting ACL 2021
Grad2Task: Improved Few-shot Text Classification Using Gradients for Task Representation NIPS 2021
Bayesian Model-Agnostic Meta-Learning with Matrix-Valued Kernels for Quality Estimation ACL 2021
Temporal Relation based Attentive Prototype Network for Few-shot Action Recognition ACML 2021
What transfers in morphological inflection? Experiments with analogical models ACL 2021
The Sample Complexity of Meta Sparse Regression AISTATS 2021
Learning Meta-Class Memory for Few-Shot Semantic Segmentation ICCV 2021
Non-Gaussian Gaussian Processes for Few-Shot Regression NIPS 2021
UVStyle-Net: Unsupervised Few-Shot Learning of 3D Style Similarity Measure for B-Reps 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
Online probabilistic label trees AISTATS 2021
The Role of Global Labels in Few-Shot Classification and How to Infer Them NIPS 2021
Variational Prototype Inference for Few-Shot Semantic Segmentation WACV 2021
Spoken ObjectNet: A Bias-Controlled Spoken Caption Dataset INTERSPEECH 2021
Relational Learning to Capture the Dynamics and Sparsity of Knowledge Graphs AAAI 2021
Data Augmentation for Meta-Learning ICML 2021
Learning from My Friends: Few-Shot Personalized Conversation Systems via Social Networks AAAI 2021
LTL2Action: Generalizing LTL Instructions for Multi-Task RL ICML 2021
Mention Flags (MF): Constraining Transformer-based Text Generators ACL 2021
RADDLE: An Evaluation Benchmark and Analysis Platform for Robust Task-oriented Dialog Systems ACL 2021
Learning from Miscellaneous Other-Class Words for Few-shot Named Entity Recognition ACL 2021
On Training Instance Selection for Few-Shot Neural Text Generation ACL 2021
An Exploratory Analysis of Multilingual Word-Level Quality Estimation with Cross-Lingual Transformers ACL 2021
Distinct Label Representations for Few-Shot Text Classification ACL 2021
Meta Learning and Its Applications to Natural Language Processing ACL 2021