conftrace_

label complexity

58 papers

Explore in graph

Co-occurring keywords

active learning (1301) query complexity (183) pac learning (283) batch active learning (14) pool-based active learning (15) agnostic learning (76) uncertainty sampling (69) passive learning (15) tsybakov noise (6) disagreement coefficient (10)

Papers

Efficient Active Learning Halfspaces with Tsybakov Noise: A Non-convex Optimization Approach AISTATS 2024
Margin-Based Active Learning of Classifiers JMLR 2024
Fast Rates in Pool-Based Batch Active Learning JMLR 2024
Mentored Learning: Improving Generalization and Convergence of Student Learner JMLR 2024
Active Learning of General Halfspaces: Label Queries vs Membership Queries NIPS 2024
Agnostic Multi-Group Active Learning NIPS 2023
A Neural Pre-Conditioning Active Learning Algorithm to Reduce Label Complexity NIPS 2022
Multi-class classification in nonparametric active learning AISTATS 2022
Achieving Minimax Rates in Pool-Based Batch Active Learning ICML 2022
Cross-Space Active Learning on Graph Convolutional Networks ICML 2022
Active Learning with Neural Networks: Insights from Nonparametric Statistics NIPS 2022
Active Learning for Multiple Target Models NIPS 2022
Efficient PAC Learning from the Crowd with Pairwise Comparisons ICML 2022
Efficient Active Learning with Abstention NIPS 2022
On the Power of Localized Perceptron for Label-Optimal Learning of Halfspaces with Adversarial Noise ICML 2021
Fine-grained Generalization Analysis of Structured Output Prediction IJCAI 2021
Active Covering ICML 2021
Batch Active Learning at Scale NIPS 2021
Learning with Labeling Induced Abstentions NIPS 2021
Selective Sampling for Online Best-arm Identification NIPS 2021
Attribute-Efficient Learning of Halfspaces with Malicious Noise: Near-Optimal Label Complexity and Noise Tolerance ALT 2021
Improved Algorithms for Efficient Active Learning Halfspaces with Massart and Tsybakov Noise COLT 2021
LdSM: Logarithm-depth Streaming Multi-label Decision Trees AISTATS 2020
Adaptive Region-Based Active Learning ICML 2020
Understanding the Effects of Batching in Online Active Learning AISTATS 2020