Training Deep Neural Network in Limited Precision. - Hyunsun Park; Jun Haeng Lee; Youngmin Oh; Sangwon Ha; Seungwon Lee (CoRR, 2018)

Quantization for Rapid Deployment of Deep Neural Networks. - Jun Haeng Lee; Sangwon Ha; Saerom Choi; Won-Jo Lee; Seungwon Lee (CoRR, 2018)

Stochastic-Shield: A Probabilistic Approach Towards Training-Free Adversarial Defense in Quantized CNNs. - Lorena Qendro; Sangwon Ha; René de Jong; Partha Maji (CoRR, 2021)

An Underexplored Dilemma between Confidence and Calibration in Quantized Neural Networks. - Guoxuan Xia; Sangwon Ha; Tiago Azevedo; Partha Maji (CoRR, 2021)

FP8 Formats for Deep Learning. - Paulius Micikevicius; Dusan Stosic; Neil Burgess; Marius Cornea; Pradeep Dubey; Richard Grisenthwaite; Sangwon Ha; Alexander Heinecke; Patrick Judd; John Kamalu; Naveen Mellempudi; Stuart F. Oberman; et al. (CoRR, 2022)