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Methodology
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Machine Learning
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Active Learning
1885 directly classified papers
Papers per year
2001: 1
2002: 1
2004: 2
2005: 4
2006: 8
2007: 12
2008: 8
2009: 11
2010: 20
2011: 26
2012: 38
2013: 50
2014: 46
2015: 39
2016: 45
2017: 76
2018: 102
2019: 160
2020: 152
2021: 232
2022: 215
2023: 252
2024: 222
2025: 119
2026: 44
Papers
Active multiple matrix completion with adaptive confidence sets
AISTATS 2019
Finding the bandit in a graph: Sequential search-and-stop
AISTATS 2019
Marginal Posterior Sampling for Slate Bandits
IJCAI 2019
Learning to Ask for Conversational Machine Learning
EMNLP 2019
Active Learning with Disagreement Graphs
ICML 2019
Region-Based Active Learning
AISTATS 2019
Deep Active Learning with Adaptive Acquisition
IJCAI 2019
Learning How to Active Learn by Dreaming
ACL 2019
$HS^2$: Active learning over hypergraphs with pointwise and pairwise queries
AISTATS 2019
Online learning with feedback graphs and switching costs
AISTATS 2019
Best Arm Identification for Contaminated Bandits
JMLR 2019
Variational Information Planning for Sequential Decision Making
AISTATS 2019
Active Probabilistic Inference on Matrices for Pre-Conditioning in Stochastic Optimization
AISTATS 2019
An Improved Generic Bet-and-Run Strategy with Performance Prediction for Stochastic Local Search
AAAI 2019
Enhancing Evolutionary Conversion Rate Optimization via Multi-Armed Bandit Algorithms
AAAI 2019
Deep Embedding Learning With Discriminative Sampling Policy
CVPR 2019
Self-Regulated Interactive Sequence-to-Sequence Learning
ACL 2019
Incremental Domain Adaptation for Neural Machine Translation in Low-Resource Settings
ACL 2019
HEIDL: Learning Linguistic Expressions with Deep Learning and Human-in-the-Loop
ACL 2019
On the Limits of Learning to Actively Learn Semantic Representations
CONLL 2019
Active Learning Methods for Low Resource End-to-End Speech Recognition
INTERSPEECH 2019
Machine Teaching of Active Sequential Learners
NIPS 2019
Why Didn’t You Listen to Me? Comparing User Control of Human-in-the-Loop Topic Models
ACL 2019
Icebreaker: Element-wise Efficient Information Acquisition with a Bayesian Deep Latent Gaussian Model
NIPS 2019
Active Learning via Membership Query Synthesis for Semi-Supervised Sentence Classification
CONLL 2019
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