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Kaifeng Lyu

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SDE Approximations and Scaling Rules for Distributed Deep LearningMeet the Fellows Welcome Event Fall 20242024-09-03
Derives stochastic differential equation approximations for large‑batch adaptive optimizers (RMSprop and Adam) and proves a Square Root Scaling Rule that…
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Feature Learning: From Optimization to Modern GeneralizationMeet the Fellows Welcome Event Fall 20242024-09-03
Shows that a two-layer neural network trained with online minibatch SGD and logistic loss on Boolean hypercube data learns an XOR-style multi-index target…
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