Optimal Clipping and Magnitude-aware Differentiation for Improved Quantization-aware Training

Charbel Sakr, Steve Dai, Rangharajan Venkatesan, Brian Zimmer, William J. Dally, Brucek Khailany. Optimal Clipping and Magnitude-aware Differentiation for Improved Quantization-aware Training. In Kamalika Chaudhuri, Stefanie Jegelka, Le Song, Csaba Szepesvári, Gang Niu 0001, Sivan Sabato, editors, International Conference on Machine Learning, ICML 2022, 17-23 July 2022, Baltimore, Maryland, USA. Volume 162 of Proceedings of Machine Learning Research, pages 19123-19138, PMLR, 2022. [doi]

Authors

Charbel Sakr

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Steve Dai

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Rangharajan Venkatesan

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Brian Zimmer

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William J. Dally

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Brucek Khailany

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