Understanding Straight-Through Estimator in Training Activation Quantized Neural Nets, ICLR 2019
TRP: Trained Rank Pruning for Efficient Deep Neural Networks, IJCAI 2020
AutoShuffleNet: Learning Permutation Matrices via an Exact Lipschitz Continuous Penalty in Deep Convolutional Neural Networks, KDD 2020 (one of the Most Influential KDD Papers)
MobileInst: Video Instance Segmentation on the Mobile, AAAI 2024
Minimization of Transformed L1 Penalty: Theory, Difference of Convex Function Algorithm, and Robust Application in Compressed Sensing, Mathematical Programming, Series B, 2018
Research Experience
Senior Staff Engineer and Manager of Computer Vision Group at Qualcomm, USA.
Background
Senior Staff Engineer and Manager of Computer Vision Group at Qualcomm, USA. Research interests include numerical optimization, computer vision, and neural networks, with a focus on Edge AI.