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Fast Rates for Online Prediction with Abstention
v1v2 (latest)

Fast Rates for Online Prediction with Abstention

Annual Conference Computational Learning Theory (COLT), 2020
28 January 2020
Gergely Neu
Nikita Zhivotovskiy
ArXiv (abs)PDFHTML

Papers citing "Fast Rates for Online Prediction with Abstention"

18 / 18 papers shown
Policy Learning with Abstention
Policy Learning with Abstention
Ayush Sawarni
Jikai Jin
Justin Whitehouse
Vasilis Syrgkanis
OffRL
341
0
0
22 Oct 2025
Learning When Not to Learn: Risk-Sensitive Abstention in Bandits with Unbounded Rewards
Learning When Not to Learn: Risk-Sensitive Abstention in Bandits with Unbounded Rewards
Sarah Liaw
Benjamin Plaut
201
1
0
16 Oct 2025
Online Prediction with Limited Selectivity
Online Prediction with Limited Selectivity
Licheng Liu
Mingda Qiao
211
0
0
13 Aug 2025
Online Learning with Sublinear Best-Action Queries
Online Learning with Sublinear Best-Action Queries
M. Russo
A. Celli
Riccardo Colini-Baldeschi
Federico Fusco
Daniel Haimovich
Dima Karamshuk
Stefano Leonardi
Niek Tax
195
1
0
23 Jul 2024
Asymptotically and Minimax Optimal Regret Bounds for Multi-Armed Bandits with Abstention
Asymptotically and Minimax Optimal Regret Bounds for Multi-Armed Bandits with Abstention
Junwen Yang
Tianyuan Jin
Vincent Y. F. Tan
238
2
0
23 Feb 2024
Bandits with Abstention under Expert Advice
Bandits with Abstention under Expert Advice
Stephen Pasteris
Alberto Rumi
Maximilian Thiessen
Shota Saito
Atsushi Miyauchi
Fabio Vitale
Mark Herbster
264
3
0
22 Feb 2024
Online Structured Prediction with Fenchel--Young Losses and Improved
  Surrogate Regret for Online Multiclass Classification with Logistic Loss
Online Structured Prediction with Fenchel--Young Losses and Improved Surrogate Regret for Online Multiclass Classification with Logistic Loss
Shinsaku Sakaue
Han Bao
Taira Tsuchiya
Taihei Oki
284
7
0
13 Feb 2024
Online Decision Mediation
Online Decision MediationNeural Information Processing Systems (NeurIPS), 2023
Daniel Jarrett
Alihan Huyuk
M. Schaar
288
4
0
28 Oct 2023
Selective Nonparametric Regression via Testing
Selective Nonparametric Regression via TestingAsian Conference on Machine Learning (ACML), 2023
Fedor Noskov
Alexander Fishkov
Maxim Panov
236
0
0
28 Sep 2023
Adversarial Resilience in Sequential Prediction via Abstention
Adversarial Resilience in Sequential Prediction via AbstentionNeural Information Processing Systems (NeurIPS), 2023
Surbhi Goel
Steve Hanneke
Shay Moran
Abhishek Shetty
351
14
0
22 Jun 2023
A Regret-Variance Trade-Off in Online Learning
A Regret-Variance Trade-Off in Online LearningNeural Information Processing Systems (NeurIPS), 2022
Dirk van der Hoeven
Nikita Zhivotovskiy
Nicolò Cesa-Bianchi
302
8
0
06 Jun 2022
Faster online calibration without randomization: interval forecasts and
  the power of two choices
Faster online calibration without randomization: interval forecasts and the power of two choicesAnnual Conference Computational Learning Theory (COLT), 2022
Chirag Gupta
Aaditya Ramdas
218
4
0
27 Apr 2022
Logarithmic Regret from Sublinear Hints
Logarithmic Regret from Sublinear HintsNeural Information Processing Systems (NeurIPS), 2021
Aditya Bhaskara
Ashok Cutkosky
Ravi Kumar
Manish Purohit
306
18
0
09 Nov 2021
Online Selective Classification with Limited Feedback
Online Selective Classification with Limited Feedback
Aditya Gangrade
Anil Kag
Ashok Cutkosky
Venkatesh Saligrama
197
10
0
27 Oct 2021
Classification with abstention but without disparities
Classification with abstention but without disparitiesConference on Uncertainty in Artificial Intelligence (UAI), 2021
Nicolas Schreuder
Evgenii Chzhen
FaML
385
30
0
24 Feb 2021
Exponential Savings in Agnostic Active Learning through Abstention
Exponential Savings in Agnostic Active Learning through AbstentionIEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2021
Nikita Puchkin
Nikita Zhivotovskiy
335
25
0
31 Jan 2021
Exploiting the Surrogate Gap in Online Multiclass Classification
Exploiting the Surrogate Gap in Online Multiclass ClassificationNeural Information Processing Systems (NeurIPS), 2020
Dirk van der Hoeven
224
11
0
24 Jul 2020
Fast classification rates without standard margin assumptions
Fast classification rates without standard margin assumptionsInformation and Inference A Journal of the IMA (JIII), 2019
Olivier Bousquet
Nikita Zhivotovskiy
433
21
0
28 Oct 2019
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