Search Results for author: Ruyi Tao

Found 3 papers, 3 papers with code

Neural Network Pruning by Gradient Descent

1 code implementation21 Nov 2023 Zhang Zhang, Ruyi Tao, Jiang Zhang

The rapid increase in the parameters of deep learning models has led to significant costs, challenging computational efficiency and model interpretability.

Computational Efficiency Feature Importance +2

Completing Networks by Learning Local Connection Patterns

1 code implementation25 Apr 2022 Zhang Zhang, Ruyi Tao, Yongzai Tao, Mingze Qi, Jiang Zhang

And experiments show that our model perform better on a network with higher Reachable CC.

Link Prediction

A General Deep Learning Framework for Network Reconstruction and Dynamics Learning

1 code implementation30 Dec 2018 Zhang Zhang, Yi Zhao, Jing Liu, Shuo Wang, Ruyi Tao, Ruyue Xin, Jiang Zhang

We exhibit the universality of our framework on different kinds of time-series data: with the same structure, our model can be trained to accurately recover the network structure and predict future states on continuous, discrete, and binary dynamics, and outperforms competing network reconstruction methods.

Time Series Time Series Analysis

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