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Projection-Free Adaptive Gradients for Large-Scale Optimization

This repository contains the code to reproduce the experiments in our paper:

C. W. Combettes, C. Spiegel, and S. Pokutta. Projection-Free Adaptive Gradients for Large-Scale Optimization. arXiv preprint arXiv:2009.14114, 2020.

Two online Jupyter Notebooks via Google Colab are available:

  • here for the experiments with convex objectives (Section 4.1), and
  • here for the experiments with nonconvex objectives (Section 4.2).

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Projection-Free Adaptive Gradients for Large-Scale Optimization

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