Protecting neural networks with hierarchical random switching: Towards better robustness-accuracy trade-off for stochastic defenses
- Xiao Wang
- Siyue Wang
- et al.
- 2019
- IJCAI 2019
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277 results for Pin-Yu Chen
Topology attack and defense for graph neural networks: An optimization perspective
- Kaidi Xu
- Hongge Chen
- et al.
- 2019
- IJCAI 2019
Recent progress in zeroth order optimization and its applications to adversarial robustness in data mining and machine learning
- Pin-Yu Chen
- Sijia Liu
- 2019
- KDD 2019
Poster: Characterizing adversarial subspaces by mutual information
- Chia-Yi Hsu
- Pin-Yu Chen
- et al.
- 2019
- ASIA CCS 2019
On extensions of clever: A neural network robustness evaluation algorithm
- Tsui Wei Weng
- Huan Zhang
- et al.
- 2018
- GlobalSIP 2018
On the utility of conditional generation based mutual information for characterizing adversarial subspaces
- Chia-Yi Hsu
- Pei Hsuan Lu
- et al.
- 2018
- GlobalSIP 2018
Zeroth-order stochastic projected gradient descent for nonconvex optimization
- Sijia Liu
- Xingguo Li
- et al.
- 2018
- GlobalSIP 2018
Is ordered weighted ℓ1 regularized regression robust to adversarial perturbation? a case study on Oscar
- Pin-Yu Chen
- Bhanukiran Vinzamuri
- et al.
- 2018
- GlobalSIP 2018
Word mover's embedding: From word2vec to document embedding
- Lingfei Wu
- Ian En Hsu Yen
- et al.
- 2018
- EMNLP 2018
On the Supermodularity of Active Graph-Based Semi-Supervised Learning with Stieltjes Matrix Regularization
- 2018
- ICASSP 2018