Search Results for author: Danila Mishin

Found 1 papers, 0 papers with code

Effective Interplay between Sparsity and Quantization: From Theory to Practice

no code implementations31 May 2024 Simla Burcu Harma, Ayan Chakraborty, Elizaveta Kostenok, Danila Mishin, Dongho Ha, Babak Falsafi, Martin Jaggi, Ming Liu, Yunho Oh, Suvinay Subramanian, Amir Yazdanbakhsh

In addition, through rigorous analysis, we demonstrate that sparsity and quantization are not orthogonal; their interaction can significantly harm model accuracy, with quantization error playing a dominant role in this degradation.

Computational Efficiency Model Compression +1

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