102 citations · 295 across the 17 of their papers we have counts for
4 papers · 1 filter
Algorithms and Adaptivity Gaps for Stochastic -TSP
Haotian Jiang, Jian Li, Daogao Liu +1
Given a metric and a , the classic $\textsf{$k$-TSP}$ problem is to find a tour originating at the of minimum length that visits at lea…
Optimizing Speech Recognition For The Edge
Yuan Shangguan, Jian Li, Qiao Liang +2
While most deployed speech recognition systems today still run on servers, we are in the midst of a transition towards deployments on edge devices. This leap to the edge is powered…
Gradient Descent Maximizes the Margin of Homogeneous Neural Networks
Kaifeng Lyu, Jian Li
In this paper, we study the implicit regularization of the gradient descent algorithm in homogeneous neural networks, including fully-connected and convolutional neural networks wi…
On Generalization Error Bounds of Noisy Gradient Methods for Non-Convex Learning
Jian Li, Xuanyuan Luo, Mingda Qiao
Generalization error (also known as the out-of-sample error) measures how well the hypothesis learned from training data generalizes to previously unseen data. Proving tight genera…