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Methodology
← Learning Types
Machine Learning
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Learning Types
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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
Matching a Desired Causal State via Shift Interventions
NIPS 2021
Teaching an Active Learner with Contrastive Examples
NIPS 2021
Fuzzy Clustering with Similarity Queries
NIPS 2021
Deep Learning on a Data Diet: Finding Important Examples Early in Training
NIPS 2021
Active clustering for labeling training data
NIPS 2021
Practical, Provably-Correct Interactive Learning in the Realizable Setting: The Power of True Believers
NIPS 2021
Online Selective Classification with Limited Feedback
NIPS 2021
Interactive Label Cleaning with Example-based Explanations
NIPS 2021
Learning with Labeling Induced Abstentions
NIPS 2021
Greedy Approximation Algorithms for Active Sequential Hypothesis Testing
NIPS 2021
Batch Active Learning at Scale
NIPS 2021
Efficient Active Learning for Gaussian Process Classification by Error Reduction
NIPS 2021
Neural Active Learning with Performance Guarantees
NIPS 2021
Meta-learning with an Adaptive Task Scheduler
NIPS 2021
Hierarchical Semantic Segmentation using Psychometric Learning
ACML 2021
Directing Human Attention in Event Localization for Clinical Timeline Creation
MLHC 2021
Investigating label suggestions for opinion mining in German Covid-19 social media
ACL 2021
Online Limited Memory Neural-Linear Bandits with Likelihood Matching
ICML 2021
Achieving Fairness in the Stochastic Multi-Armed Bandit Problem
JMLR 2021
Combinatorial Blocking Bandits with Stochastic Delays
ICML 2021
Problem Dependent View on Structured Thresholding Bandit Problems
ICML 2021
Learning Reward Functions from Scale Feedback
CORL 2021
Multiple Instance Active Learning for Object Detection
CVPR 2021
Just Label What You Need: Fine-Grained Active Selection for P&P through Partially Labeled Scenes
CORL 2021
Multi-accent Speech Separation with One Shot Learning
ACL 2021
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