activity
20212026
most citedTAD: Trigger Approximation based Black-box Trojan Detection for AI

9 citations · 25 across the 7 of their papers we have counts for

collaborators

7 papers

cs.CR2026

Trojans in Artificial Intelligence (TrojAI) Final Report

Kristopher W. Reese, Taylor Kulp-McDowall, Michael Majurski +68

The Intelligence Advanced Research Projects Activity (IARPA) launched the TrojAI program to confront an emerging vulnerability in modern artificial intelligence: the threat of AI T…

cs.CV2022★ 7 cited

FastStamp: Accelerating Neural Steganography and Digital Watermarking of Images on FPGAs

Shehzeen Hussain, Nojan Sheybani, Paarth Neekhara +3

Steganography and digital watermarking are the tasks of hiding recoverable data in image pixels. Deep neural network (DNN) based image steganography and watermarking techniques are…

cs.LG2022

zPROBE: Zero Peek Robustness Checks for Federated Learning

Zahra Ghodsi, Mojan Javaheripi, Nojan Sheybani +3

Privacy-preserving federated learning allows multiple users to jointly train a model with coordination of a central server. The server only learns the final aggregation result, thu…

cs.AI2022

AdaTest:Reinforcement Learning and Adaptive Sampling for On-chip Hardware Trojan Detection

Huili Chen, Xinqiao Zhang, Ke Huang +1

This paper proposes AdaTest, a novel adaptive test pattern generation framework for efficient and reliable Hardware Trojan (HT) detection. HT is a backdoor attack that tampers with…

cs.CR2022★ 1 cited

An Adaptive Black-box Backdoor Detection Method for Deep Neural Networks

Xinqiao Zhang, Huili Chen, Ke Huang +1

With the surge of Machine Learning (ML), An emerging amount of intelligent applications have been developed. Deep Neural Networks (DNNs) have demonstrated unprecedented performance…

cs.CV2022★ 8 cited

FaceSigns: Semi-Fragile Neural Watermarks for Media Authentication and Countering Deepfakes

Paarth Neekhara, Shehzeen Hussain, Xinqiao Zhang +3

Deepfakes and manipulated media are becoming a prominent threat due to the recent advances in realistic image and video synthesis techniques. There have been several attempts at co…