7 citations · 18 across the 14 of their papers we have counts for
5 papers · 1 filter
SPAM: Secure & Private Aircraft Management
Yaman Jandali, Nojan Sheybani, Farinaz Koushanfar
With the rising use of aircrafts for operations ranging from disaster-relief to warfare, there is a growing risk of adversarial attacks. Malicious entities often only require the l…
LiveTune: Dynamic Parameter Tuning for Feedback-Driven Optimization
Soheil Zibakhsh Shabgahi, Nojan Sheybani, Aiden Tabrizi +1
Feedback-driven optimization, such as traditional machine learning training, is a static process that lacks real-time adaptability of hyperparameters. Tuning solutions for optimiza…
ZKROWNN: Zero Knowledge Right of Ownership for Neural Networks
Nojan Sheybani, Zahra Ghodsi, Ritvik Kapila +1
Training contemporary AI models requires investment in procuring learning data and computing resources, making the models intellectual property of the owners. Popular model waterma…
NetFlick: Adversarial Flickering Attacks on Deep Learning Based Video Compression
Jung-Woo Chang, Nojan Sheybani, Shehzeen Samarah Hussain +3
Video compression plays a significant role in IoT devices for the efficient transport of visual data while satisfying all underlying bandwidth constraints. Deep learning-based vide…
Tailor: Altering Skip Connections for Resource-Efficient Inference
Olivia Weng, Gabriel Marcano, Vladimir Loncar +7
Deep neural networks use skip connections to improve training convergence. However, these skip connections are costly in hardware, requiring extra buffers and increasing on- and of…