Dimension-Free Bounds for Low-Precision Training

Zheng Li, Christopher M. De Sa

Neural Information Processing Systems 

Our methods also generalize naturally to let us prove new convergence bounds on low-precision training with other quantization schemes, such as low-precision floating-point computation and logarithmic quantization.

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