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fabian-sp 's Collections
Descent Only

Descent Only

updated Mar 13, 2024

Papers, posts and resources related to optimization for ML.

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  • Learning-Rate-Free Learning by D-Adaptation

    Paper • 2301.07733 • Published Jan 18, 2023

  • DoG is SGD's Best Friend: A Parameter-Free Dynamic Step Size Schedule

    Paper • 2302.12022 • Published Feb 8, 2023 • 1

  • Lion Secretly Solves Constrained Optimization: As Lyapunov Predicts

    Paper • 2310.05898 • Published Oct 9, 2023 • 2

  • When, Why and How Much? Adaptive Learning Rate Scheduling by Refinement

    Paper • 2310.07831 • Published Oct 11, 2023 • 1

  • Stochastic model-based minimization of weakly convex functions

    Paper • 1803.06523 • Published Mar 17, 2018

  • Handbook of Convergence Theorems for (Stochastic) Gradient Methods

    Paper • 2301.11235 • Published Jan 26, 2023
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