Evaluating the Robustness of Trigger Set-Based Watermarks Embedded in Deep Neural Networks

no code implementations • 18 Jun 2021 • Suyoung Lee, Wonho Song, Suman Jana, Meeyoung Cha, Sooel Son

Trigger set-based watermarking schemes have gained emerging attention as they provide a means to prove ownership for deep neural network model owners.

Learning to Separate Clusters of Adversarial Representations for Robust Adversarial Detection

no code implementations • 7 Dec 2020 • Byunggill Joe, Jihun Hamm, Sung Ju Hwang, Sooel Son, Insik Shin

Although deep neural networks have shown promising performances on various tasks, they are susceptible to incorrect predictions induced by imperceptibly small perturbations in inputs.

Montage: A Neural Network Language Model-Guided JavaScript Engine Fuzzer

1 code implementation • 13 Jan 2020 • Suyoung Lee, HyungSeok Han, Sang Kil Cha, Sooel Son

JavaScript (JS) engine vulnerabilities pose significant security threats affecting billions of web browsers.

Language Modelling valid