Resume
Academic Achievements
- 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.