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20202024
most citedEfficient SGD Neural Network Training via Sublinear Activated Neuron Identification

2 citations · 5 across the 10 of their papers we have counts for

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3 papers · 1 filter

cs.LG2023

Fast Heavy Inner Product Identification Between Weights and Inputs in Neural Network Training

Lianke Qin, Saayan Mitra, Zhao Song +2

In this paper, we consider a heavy inner product identification problem, which generalizes the Light Bulb problem~(\cite{prr89}): Given two sets and $B \sub…

cs.DS2023

Dueling Optimization with a Monotone Adversary

Avrim Blum, Meghal Gupta, Gene Li +3

We introduce and study the problem of dueling optimization with a monotone adversary, which is a generalization of (noiseless) dueling convex optimization. The goal is to design an…

cs.LG2023★ 2 cited

Efficient SGD Neural Network Training via Sublinear Activated Neuron Identification

Lianke Qin, Zhao Song, Yuanyuan Yang

Deep learning has been widely used in many fields, but the model training process usually consumes massive computational resources and time. Therefore, designing an efficient neura…