Spotlight "convergence guarantees" Papers

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MGUP: A Momentum-Gradient Alignment Update Policy for Stochastic Optimization

Da Chang, Ganzhao Yuan

NeurIPS 2025spotlight

Learning-Rate-Free Stochastic Optimization over Riemannian Manifolds

Daniel Dodd, Louis Sharrock, Chris Nemeth

ICML 2024spotlight