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Robert M. Gower

University of Edinburgh

50

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1022

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A general sample complexity analysis of vanilla policy gradient.

2022 AISTATS | International Conference on Artificial Intelligence and Statistics
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Cutting Some Slack for SGD with Adaptive Polyak Stepsizes.

2022 CoRR
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A general sample complexity analysis of vanilla policy gradient.

2021 arXiv: Learning
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Stochastic Polyak Stepsize with a Moving Target

2021 arXiv: Learning
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Sketched Newton-Raphson.

2020 arXiv: Numerical Analysis
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The Power of Factorial Powers: New Parameter settings for (Stochastic) Optimization.

2020 arXiv: Learning
- Aaron Defazio
- Robert M. Gower
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SGD for Structured Nonconvex Functions: Learning Rates, Minibatching and Interpolation. (arXiv:2006.10311v1 [math.OC])

2020
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Fast Linear Convergence of Randomized BFGS.

2020 arXiv: Optimization and Control
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Variance-Reduced Methods for Machine Learning

2020 Proceedings of the IEEE
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On the convergence of the Stochastic Heavy Ball Method.

2020 arXiv: Learning
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