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Margalit R. Glasgow

2 papers · 2022–2022 · 1 venue · across top CS/AI venues

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Achievements

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🌉 Interdisciplinary Bridge · Bronze

Venues

AISTATS (2)

Top co-authors

Tengyu Ma (1) Mary Wootters (1) Honglin Yuan (1)

Research topics

Machine Learning (2) Optimization & Theory · Machine Learning (2) Artificial Intelligence (1) Computer Science (1) Deep Learning (1) Learning Paradigms · Artificial Intelligence (1) Learning Paradigms · Machine Learning (1) Optimization & Theory · Deep Learning (1) Systems (1)

Keywords

stochastic gradient (1) stochastic gradient descent (1) iterative optimization (1) convergence analysis (1) distributed optimization (1) variance reduction (1) asynchronous optimization (1) stochastic differential equation (1) federated averaging (1) local stochastic gradient descent (1) iterate bia (1) finite-sum minimization (1) local sgd (1)

Papers

Asynchronous Distributed Optimization with Stochastic Delays AISTATS 2022 Sharp Bounds for Federated Averaging (Local SGD) and Continuous Perspective AISTATS 2022