Search Results for author: Shoumik Saha

Found 3 papers, 2 papers with code

Fast Adversarial Attacks on Language Models In One GPU Minute

no code implementations23 Feb 2024 Vinu Sankar Sadasivan, Shoumik Saha, Gaurang Sriramanan, Priyatham Kattakinda, Atoosa Chegini, Soheil Feizi

Through human evaluations, we find that our untargeted attack causes Vicuna-7B-v1. 5 to produce ~15% more incorrect outputs when compared to LM outputs in the absence of our attack.

Adversarial Attack Computational Efficiency

DRSM: De-Randomized Smoothing on Malware Classifier Providing Certified Robustness

1 code implementation20 Mar 2023 Shoumik Saha, Wenxiao Wang, Yigitcan Kaya, Soheil Feizi, Tudor Dumitras

After showing how DRSM is theoretically robust against attacks with contiguous adversarial bytes, we verify its performance and certified robustness experimentally, where we observe only marginal accuracy drops as the cost of robustness.

Adversarial Robustness Malware Detection

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