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active learning

1295 papers

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Also known as

ALR AL AL OR NULL

Co-occurring keywords

text classification (6776) semi-supervised learning (2331) uncertainty sampling (67) uncertainty quantification (1365) gaussian process (1198) online learning (1770) transfer learning (5442) label complexity (58) sample complexity (1158) bayesian inference (1904)

Papers

ViewAL: Active Learning With Viewpoint Entropy for Semantic Segmentation CVPR 2020
Efficient active learning of sparse halfspaces with arbitrary bounded noise NIPS 2020
Active Community Detection with Maximal Expected Model Change AISTATS 2020
CORA: A Deep Active Learning Covid-19 Relevancy Algorithm to Identify Core Scientific Articles EMNLP 2020
Active Sentence Learning by Adversarial Uncertainty Sampling in Discrete Space EMNLP 2020
On the Importance of Adaptive Data Collection for Extremely Imbalanced Pairwise Tasks EMNLP 2020
Active Ordinal Querying for Tuplewise Similarity Learning AAAI 2020
Active Learning for Identification of Linear Dynamical Systems COLT 2020
Noise-tolerant, Reliable Active Classification with Comparison Queries COLT 2020
Deep Active Learning for Biased Datasets via Fisher Kernel Self-Supervision CVPR 2020
Deep Active Learning: Unified and Principled Method for Query and Training AISTATS 2020
Active Learning Approaches to Enhancing Neural Machine Translation EMNLP 2020
Fine-tuning BERT for Low-Resource Natural Language Understanding via Active Learning COLING 2020
Pre-trained Language Model Based Active Learning for Sentence Matching COLING 2020
Probabilistic Active Meta-Learning NIPS 2020
Synbols: Probing Learning Algorithms with Synthetic Datasets NIPS 2020
Fourier Sparse Leverage Scores and Approximate Kernel Learning NIPS 2020
The Sample Complexity of Best-$k$ Items Selection from Pairwise Comparisons ICML 2020
HUMAN: Hierarchical Universal Modular ANnotator EMNLP 2020
The Power of Comparisons for Actively Learning Linear Classifiers NIPS 2020
Cold-start Active Learning through Self-supervised Language Modeling EMNLP 2020
Adaptive Region-Based Active Learning ICML 2020
Multifaceted Uncertainty Estimation for Label-Efficient Deep Learning NIPS 2020
Uncertainty and Traffic-Aware Active Learning for Semantic Parsing EMNLP 2020
Textual Data Augmentation for Efficient Active Learning on Tiny Datasets EMNLP 2020