Search Results for author: Tianyuan Yu

Found 3 papers, 1 papers with code

Hybrid Graph Neural Networks for Few-Shot Learning

no code implementations13 Dec 2021 Tianyuan Yu, Sen He, Yi-Zhe Song, Tao Xiang

This is because they use an instance GNN as a label propagation/classification module, which is jointly meta-learned with a feature embedding network.

Few-Shot Learning

Simple and Effective Stochastic Neural Networks

no code implementations25 Sep 2019 Tianyuan Yu, Yongxin Yang, Da Li, Timothy Hospedales, Tao Xiang

Stochastic neural networks (SNNs) are currently topical, with several paradigms being actively investigated including dropout, Bayesian neural networks, variational information bottleneck (VIB) and noise regularized learning.

Adversarial Attack Adversarial Defense

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