Exponential Savings in Agnostic Active Learning through Abstention

31 January 2021

Papers citing "Exponential Savings in Agnostic Active Learning through Abstention"

7 / 7 papers shown

Title
Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class Abstention Anqi Mao M. Mohri Yutao Zhong 32 22 0 23 Oct 2023
Selective Nonparametric Regression via Testing Fedor Noskov Alexander Fishkov Maxim Panov 25 0 0 28 Sep 2023
High-Probability Risk Bounds via Sequential Predictors Dirk van der Hoeven Nikita Zhivotovskiy Nicolò Cesa-Bianchi OffRL 36 2 0 15 Aug 2023
Reliable learning in challenging environments Maria-Florina Balcan Steve Hanneke Rattana Pukdee Dravyansh Sharma OOD 30 4 0 06 Apr 2023
Promises and Pitfalls of Threshold-based Auto-labeling Harit Vishwakarma Heguang Lin Frederic Sala Ramya Korlakai Vinayak 34 9 0 22 Nov 2022
Efficient Active Learning with Abstention Yinglun Zhu Robert D. Nowak 49 11 0 31 Mar 2022
Exponential Tail Local Rademacher Complexity Risk Bounds Without the Bernstein Condition Varun Kanade Patrick Rebeschini Tomas Vaskevicius 34 10 0 23 Feb 2022