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cs.LG2023
MixQuant: Mixed Precision Quantization with a Bit-width Optimization Search
Eliska Kloberdanz, Wei Le
Quantization is a technique for creating efficient Deep Neural Networks (DNNs), which involves performing computations and storing tensors at lower bit-widths than f32 floating poi…
cs.LG2022★ 20 cited
DeepStability: A Study of Unstable Numerical Methods and Their Solutions in Deep Learning
E. Kloberdanz, K. G. Kloberdanz, W. Le
Deep learning (DL) has become an integral part of solutions to various important problems, which is why ensuring the quality of DL systems is essential. One of the challenges of ac…