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Huan Zhang
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Zoo: Zeroth order optimization based black-box attacks to deep neural networks without training substitute models
PY Chen*, H Zhang*, Y Sharma, J Yi, CJ Hsieh
(*Equal Contribution) Proceedings of the 10th ACM workshop on artificial …, 2017
20702017
Can decentralized algorithms outperform centralized algorithms? a case study for decentralized parallel stochastic gradient descent
X Lian, C Zhang, H Zhang, CJ Hsieh, W Zhang, J Liu
Advances in Neural Information Processing Systems (NIPS) (oral presentation …, 2017
12712017
Efficient neural network robustness certification with general activation functions
H Zhang*, TW Weng*, PY Chen, CJ Hsieh, L Daniel
(*Equal Contribution) Advances in Neural Information Processing Systems …, 2018
8362018
Towards fast computation of certified robustness for relu networks
L Weng*, H Zhang*, H Chen, Z Song, CJ Hsieh, L Daniel, D Boning, ...
(*Equal Contribution) International Conference on Machine Learning (ICML …, 2018
8082018
Ead: elastic-net attacks to deep neural networks via adversarial examples
PY Chen, Y Sharma, H Zhang, J Yi, CJ Hsieh
Proceedings of the AAAI conference on artificial intelligence 32 (1), 2018
6832018
Provably robust deep learning via adversarially trained smoothed classifiers
H Salman, J Li, I Razenshteyn, P Zhang, H Zhang, S Bubeck, G Yang
Advances in Neural Information Processing Systems (NeurIPS) (spotlight …, 2019
5762019
Evaluating the robustness of neural networks: An extreme value theory approach
TW Weng*, H Zhang*, PY Chen, J Yi, D Su, Y Gao, CJ Hsieh, L Daniel
(*Equal Contribution) International Conference on Learning Representations …, 2018
5442018
Towards robust neural networks via random self-ensemble
X Liu, M Cheng, H Zhang, CJ Hsieh
Proceedings of the european conference on computer vision (ECCV), 369-385, 2018
5092018
Query-efficient hard-label black-box attack: An optimization-based approach
M Cheng, T Le, PY Chen, J Yi, H Zhang, CJ Hsieh
International Conference on Learning Representations (ICLR) 2019, 2018
4742018
Is Robustness the Cost of Accuracy?--A Comprehensive Study on the Robustness of 18 Deep Image Classification Models
D Su*, H Zhang*, H Chen, J Yi, PY Chen, Y Gao
(*Equal Contribution) Proceedings of the European Conference on Computer …, 2018
4522018
Autozoom: Autoencoder-based zeroth order optimization method for attacking black-box neural networks
CC Tu, P Ting, PY Chen, S Liu, H Zhang, J Yi, CJ Hsieh, SM Cheng
Proceedings of the AAAI conference on artificial intelligence 33 (01), 742-749, 2019
4422019
Beta-CROWN: Efficient bound propagation with per-neuron split constraints for complete and incomplete neural network verification
S Wang*, H Zhang*, K Xu*, X Lin, S Jana, CJ Hsieh, JZ Kolter
(*Equal Contribution) Advances in Neural Information Processing Systems …, 2021
371*2021
Towards stable and efficient training of verifiably robust neural networks
H Zhang, H Chen, C Xiao, S Gowal, R Stanforth, B Li, D Boning, CJ Hsieh
International Conference on Learning Representations (ICLR) 2020, 2019
3632019
Spectral and spatial 2D fragmentation-aware routing and spectrum assignment algorithms in elastic optical networks
Y Yin, H Zhang, M Zhang, M Xia, Z Zhu, S Dahlfort, SJB Yoo
Journal of Optical Communications and Networking 5 (10), A100-A106, 2013
3162013
Robust Deep Reinforcement Learning against Adversarial Perturbations on State Observations
H Zhang*, H Chen*, C Xiao, B Li, D Boning, CJ Hsieh
(*Equal Contribution) NeurIPS (spotlight) 33, 2020
3012020
Genattack: Practical black-box attacks with gradient-free optimization
M Alzantot, Y Sharma, S Chakraborty, H Zhang, CJ Hsieh, MB Srivastava
Proceedings of the genetic and evolutionary computation conference, 1111-1119, 2019
2912019
A convex relaxation barrier to tight robustness verification of neural networks
H Salman, G Yang, H Zhang, CJ Hsieh, P Zhang
Advances in Neural Information Processing Systems (NeurIPS), 9835-9846, 2019
2772019
Seq2sick: Evaluating the robustness of sequence-to-sequence models with adversarial examples
M Cheng, J Yi, PY Chen, H Zhang, CJ Hsieh
Proceedings of the AAAI conference on artificial intelligence 34 (04), 3601-3608, 2020
2652020
Automatic perturbation analysis for scalable certified robustness and beyond
K Xu*, Z Shi*, H Zhang*, Y Wang, KW Chang, M Huang, B Kailkhura, ...
(*Equal Contribution) Advances in Neural Information Processing Systems …, 2020
2632020
Attacking visual language grounding with adversarial examples: A case study on neural image captioning
H Chen*, H Zhang*, PY Chen, J Yi, CJ Hsieh
(*Equal Contribution) 56th Annual Meeting of the Association for …, 2017
192*2017
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