Buyun Liang
Buyun Liang
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2023 USA Powerlifting Central and Midwest Regional Championships
Body Weight: 80.25kg. Squat: 160kg; Bench Press: 112.5kg; Deadlift: 195kg. Total 467.5kg.
Video
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
Website
ICCOPT22 Slides
SDM2023 Tutorial Proposal
SDM 2023 slides
MMLS 2023 Poster
3M Poster (2023)
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
Paper
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
2022 USA Powerlifting Minnesota Junior, Open & Master State Championships
Body Weight: 76.35kg. Squat: 157.5kg; Bench Press: 105kg; Deadlift: 180kg. Total 442.5kg.
Video
Robustness of Deep Learning in MRI Reconstruction
Improved the stability of deep learning model on MRI reconstruction with adversarial training
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