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cs.LG2023
Differentially Private Attention Computation
Yeqi Gao, Zhao Song, Xin Yang +1
Large language models (LLMs), especially those based on the Transformer architecture, have had a profound impact on various aspects of daily life, such as natural language processi…
cs.LG2021
FL-NTK: A Neural Tangent Kernel-based Framework for Federated Learning Convergence Analysis
Baihe Huang, Xiaoxiao Li, Zhao Song +1
Federated Learning (FL) is an emerging learning scheme that allows different distributed clients to train deep neural networks together without data sharing. Neural networks have b…
cs.LG2019
Quadratic Suffices for Over-parametrization via Matrix Chernoff Bound
Zhao Song, Xin Yang
We improve the over-parametrization size over two beautiful results [Li and Liang' 2018] and [Du, Zhai, Poczos and Singh' 2019] in deep learning theory.