Buyun Liang
Buyun Liang
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Robustness
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
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
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