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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
Cyclical Kernel Adaptive Metropolis
Jianan Canal Li, Yimeng Zeng, Wentao Guo
We propose cKAM, cyclical Kernel Adaptive Metropolis, which incorporates a cyclical stepsize scheme to allow control for exploration and sampling. We show that on a crafted bimodal…