Buyun Liang
Buyun Liang
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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
Paper
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
Paper
Poster
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
Paper
Poster
Effect of Non-Condensable Gas on the Thermophysical Properties of Bubbly Water and on Bubble Collapse Dynamics Probed by Molecular Simulations
Numerical results and visualizations for equilibrium properties of bubbly water and for bubble collapse dynamics obtained from Monte …
J. Ilja Siepmann
,
Jingyi L. Chen
,
Buyun Liang
,
Krishnan Mahesh
Paper
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