Parameter-free online learning via model selection

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Parameter-free online learning via model selection

30 December 2017

Dylan J. Foster

Karthik Sridharan

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Papers citing "Parameter-free online learning via model selection"

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Title
Learnability in Online Kernel Selection with Memory Constraint via Data-dependent Regret Analysis Junfan Li Shizhong Liao 137 0 0 01 Jul 2024
Fast TRAC: A Parameter-Free Optimizer for Lifelong Reinforcement Learning Aneesh Muppidi Zhiyu Zhang Heng Yang 78 6 0 26 May 2024
Budgeted Online Model Selection and Fine-Tuning via Federated Learning P. M. Ghari Yanning Shen FedML 98 2 0 19 Jan 2024
Normalized Gradients for All Francesco Orabona 108 10 0 10 Aug 2023
Unconstrained Dynamic Regret via Sparse Coding Zhiyu Zhang Ashok Cutkosky I. Paschalidis 139 9 0 31 Jan 2023
Parameter-free Regret in High Probability with Heavy Tails Jiujia Zhang Ashok Cutkosky 75 20 0 25 Oct 2022
Exploiting the Curvature of Feasible Sets for Faster Projection-Free Online Learning Zakaria Mhammedi 103 9 0 23 May 2022
Nonstochastic Bandits with Infinitely Many Experts X. Meng Tuhin Sarkar M. Dahleh OffRL 54 1 0 09 Feb 2021
Impossible Tuning Made Possible: A New Expert Algorithm and Its Applications Liyu Chen Haipeng Luo Chen-Yu Wei 115 45 0 01 Feb 2021
Online Learning with Imperfect Hints Aditya Bhaskara Ashok Cutkosky Ravi Kumar Manish Purohit 121 58 0 11 Feb 2020
Adaptive Online Learning with Varying Norms Ashok Cutkosky 37 0 0 10 Feb 2020
Model selection for contextual bandits Dylan J. Foster A. Krishnamurthy Haipeng Luo OffRL 216 90 0 03 Jun 2019
Combining Online Learning Guarantees Ashok Cutkosky 75 27 0 24 Feb 2019
Best of many worlds: Robust model selection for online supervised learning Vidya Muthukumar Mitas Ray A. Sahai Peter L. Bartlett OffRL 77 8 0 22 May 2018
Online Learning: Sufficient Statistics and the Burkholder Method Dylan J. Foster Alexander Rakhlin Karthik Sridharan 63 27 0 20 Mar 2018
Black-Box Reductions for Parameter-free Online Learning in Banach Spaces Ashok Cutkosky Francesco Orabona 94 148 0 17 Feb 2018