111 citations · 376 across the 38 of their papers we have counts for
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cs.LG2022★ 1 cited
MCTensor: A High-Precision Deep Learning Library with Multi-Component Floating-Point
Tao Yu, Wentao Guo, Jianan Canal Li +2
In this paper, we introduce MCTensor, a library based on PyTorch for providing general-purpose and high-precision arithmetic for DL training. MCTensor is used in the same way as Py…
cs.LG2022
Design and Analysis of Robust Resilient Diffusion over Multi-Task Networks Against Byzantine Attacks
Tao Yu, Rodrigo C. de Lamare, Yi Yu
This paper studies distributed diffusion adaptation over clustered multi-task networks in the presence of impulsive interferences and Byzantine attacks. We develop a robust resilie…
cs.LG2022★ 14 cited
Understanding Hyperdimensional Computing for Parallel Single-Pass Learning
Tao Yu, Yichi Zhang, Zhiru Zhang +1
Hyperdimensional computing (HDC) is an emerging learning paradigm that computes with high dimensional binary vectors. It is attractive because of its energy efficiency and low late…