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Active Learning

1,911 papers

Papers per year

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Papers

Learning with Labeling Induced Abstentions NIPS 2021
Collaborative Causal Discovery with Atomic Interventions NIPS 2021
Interactive Label Cleaning with Example-based Explanations NIPS 2021
SEAL: Self-supervised Embodied Active Learning using Exploration and 3D Consistency NIPS 2021
Online Selective Classification with Limited Feedback NIPS 2021
Active 3D Shape Reconstruction from Vision and Touch NIPS 2021
Practical, Provably-Correct Interactive Learning in the Realizable Setting: The Power of True Believers NIPS 2021
Teaching an Active Learner with Contrastive Examples NIPS 2021
Locality Sensitive Teaching NIPS 2021
SIMILAR: Submodular Information Measures Based Active Learning In Realistic Scenarios NIPS 2021
Matching a Desired Causal State via Shift Interventions NIPS 2021
Deep Learning on a Data Diet: Finding Important Examples Early in Training NIPS 2021
Dueling Bandits with Team Comparisons NIPS 2021
Iterative Teaching by Label Synthesis NIPS 2021
Online Sign Identification: Minimization of the Number of Errors in Thresholding Bandits NIPS 2021
Online Active Learning with Surrogate Loss Functions NIPS 2021
LADA: Look-Ahead Data Acquisition via Augmentation for Deep Active Learning NIPS 2021
Active Assessment of Prediction Services as Accuracy Surface Over Attribute Combinations NIPS 2021
Active Learning of Convex Halfspaces on Graphs NIPS 2021
Combinatorial Pure Exploration with Bottleneck Reward Function NIPS 2021
Adaptive Sampling for Minimax Fair Classification NIPS 2021
On Margin-Based Cluster Recovery with Oracle Queries NIPS 2021
Pragmatic Image Compression for Human-in-the-Loop Decision-Making NIPS 2021
Teaching via Best-Case Counterexamples in the Learning-with-Equivalence-Queries Paradigm NIPS 2021
A Gaussian Process-Bayesian Bernoulli Mixture Model for Multi-Label Active Learning NIPS 2021