Adaptivity to Noise Parameters in Nonparametric Active Learning

16 March 2017

Papers citing "Adaptivity to Noise Parameters in Nonparametric Active Learning"

19 / 19 papers shown

Title
Neural Active Learning Beyond Bandits Yikun Ban Ishika Agarwal Ziwei Wu Yada Zhu Kommy Weldemariam Hanghang Tong Jingrui He 94 7 0 18 Apr 2024
A Weighted K-Center Algorithm for Data Subset Selection Srikumar Ramalingam Pranjal Awasthi Sanjiv Kumar 3DPC 117 3 0 17 Dec 2023
Nonparametric active learning for cost-sensitive classification Boris Ndjia Njike Xavier Siebert 89 0 0 30 Sep 2023
A Two-Stage Active Learning Algorithm for $k$ -Nearest Neighbors Nick Rittler Kamalika Chaudhuri 138 1 0 19 Nov 2022
Active Learning with Neural Networks: Insights from Nonparametric Statistics Yinglun Zhu Robert D. Nowak 95 7 0 15 Oct 2022
Improved Algorithms for Neural Active Learning Yikun Ban Yuheng Zhang Hanghang Tong A. Banerjee Jingrui He AI4TS 61 12 0 02 Oct 2022
Active learning algorithm through the lens of rejection arguments Christophe Denis Mohamed Hebiri Boris Ndjia Njike Xavier Siebert 51 5 0 31 Aug 2022
Efficient Active Learning with Abstention Yinglun Zhu Robert D. Nowak 107 15 0 31 Mar 2022
Nuances in Margin Conditions Determine Gains in Active Learning Samory Kpotufe Gan Yuan Yunfan Zhao 88 9 0 16 Oct 2021
Neural Active Learning with Performance Guarantees Pranjal Awasthi Christoph Dann Claudio Gentile Ayush Sekhari Zhilei Wang 56 22 0 06 Jun 2021
Nonparametric adaptive active learning under local smoothness condition Boris Ndjia Njike Xavier Siebert 34 2 0 22 Feb 2021
Exponential Savings in Agnostic Active Learning through Abstention Nikita Puchkin Nikita Zhivotovskiy 79 20 0 31 Jan 2021
A Computationally Efficient Classification Algorithm in Posterior Drift Model: Phase Transition and Minimax Adaptivity Ruiqi Liu Kexuan Li Zuofeng Shang 30 4 0 09 Nov 2020
Active Online Learning with Hidden Shifting Domains Yining Chen Haipeng Luo Tengyu Ma Chicheng Zhang 48 5 0 25 Jun 2020
K-NN active learning under local smoothness assumption Boris Ndjia Njike Xavier Siebert 39 1 0 17 Jan 2020
Active Learning for Binary Classification with Abstention S. Shekhar Mohammad Ghavamzadeh T. Javidi 56 6 0 01 Jun 2019
An Adaptive Strategy for Active Learning with Smooth Decision Boundary A. Locatelli Alexandra Carpentier Samory Kpotufe 27 13 0 25 Nov 2017
Active Learning for Cost-Sensitive Classification A. Krishnamurthy Alekh Agarwal Tzu-Kuo Huang Hal Daumé John Langford 278 80 0 03 Mar 2017
Surrogate Losses in Passive and Active Learning Steve Hanneke Liu Yang 164 18 0 16 Jul 2012