Selected

2023 USA Powerlifting Central and Midwest Regional Championships

Body Weight: 80.25kg. Squat: 160kg; Bench Press: 112.5kg; Deadlift: 195kg. Total 467.5kg.

2023 USA Powerlifting Central and Midwest Regional Championships

NCVX: A General-Purpose Optimization Solver for Machine Learning, and Practical Techniques

Constraints are new and increasingly trendy in machine and deep learning, stimulated by, e.g., neuro-symbolic AI that tries to …

Buyun Liang, Wenjie Zhang, Hengyue Liang, Tim Mitchell, Ying Cui, Ju Sun

Optimization for Adversarial Robustness Evaluations and Implications from the Solution Patterns

Empirical evaluation of deep learning models against adversarial perturbations entails solving nontrivial constrained optimization …

Hengyue Liang, Buyun Liang, Le Peng, Ying Cui, Tim Mitchell, Ju Sun

Implications of Solution Patterns on Adversarial Robustness

Empirical robustness evaluation (RE) of deep learning models against adversarial perturbations involves solving non-trivial constrained …

Hengyue Liang, Buyun Liang, Le Peng, Ying Cui, Tim Mitchell, Ju Sun

NCVX: A General-Purpose Optimization Solver for Constrained Machine and Deep Learning

Optimizing nonconvex (NCVX) problems, especially nonsmooth and constrained ones, is an essential part of machine learning. However, it …

Buyun Liang, Tim Mitchell, Ju Sun

Optimization for Robustness Evaluation beyond ℓp Metrics

Empirical evaluation of neural network models against adversarial perturbations entail solving nontrivial constrained optimization …

Hengyue Liang, Buyun Liang, Ying Cui, Tim Mitchell, Ju Sun

2022 USA Powerlifting Minnesota Junior, Open & Master State Championships

Body Weight: 76.35kg. Squat: 157.5kg; Bench Press: 105kg; Deadlift: 180kg. Total 442.5kg.

2022 USA Powerlifting Minnesota Junior, Open & Master State Championships

Robustness of Deep Learning in MRI Reconstruction

Improved the stability of deep learning model on MRI reconstruction with adversarial training

Robustness of Deep Learning in MRI Reconstruction