Search Results for author: Chanh Nguyen

Found 2 papers, 0 papers with code

Provable Defenses against Spatially Transformed Adversarial Inputs: Impossibility and Possibility Results

no code implementations ICLR 2019 Xinyang Zhang, Yifan Huang, Chanh Nguyen, Shouling Ji, Ting Wang

On the possibility side, we show that it is still feasible to construct adversarial training methods to significantly improve the resilience of networks against adversarial inputs over empirical datasets.

Where Classification Fails, Interpretation Rises

no code implementations2 Dec 2017 Chanh Nguyen, Georgi Georgiev, Yujie Ji, Ting Wang

We believe that this work opens a new direction for designing adversarial input detection methods.

Benchmark Classification +1

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