papers
Publications (8)
cs.LG2018
Security for Machine Learning-based Systems: Attacks and Challenges during Training and Inference
Faiq Khalid, Muhammad Abdullah Hanif, Semeen Rehman +1
cs.LG2019
CapsAttacks: Robust and Imperceptible Adversarial Attacks on Capsule Networks
Alberto Marchisio, Giorgio Nanfa, Faiq Khalid +3
cs.DC2018
MPNA: A Massively-Parallel Neural Array Accelerator with Dataflow Optimization for Convolutional Neural Networks
Muhammad Abdullah Hanif, Rachmad Vidya Wicaksana Putra, Muhammad Tanvir +3
cs.DC2019
autoAx: An Automatic Design Space Exploration and Circuit Building Methodology utilizing Libraries of Approximate Components
Vojtech Mrazek, Muhammad Abdullah Hanif, Zdenek Vasicek +2
cs.NE2018
A Methodology for Automatic Selection of Activation Functions to Design Hybrid Deep Neural Networks
Alberto Marchisio, Muhammad Abdullah Hanif, Semeen Rehman +2
cs.LG2019
CapStore: Energy-Efficient Design and Management of the On-Chip Memory for CapsuleNet Inference Accelerators
Alberto Marchisio, Muhammad Abdullah Hanif, Mohammad Taghi Teimoori +1
cs.DC2019
Systimator: A Design Space Exploration Methodology for Systolic Array based CNNs Acceleration on the FPGA-based Edge Nodes
Hazoor Ahmad, Muhammad Tanvir, Muhammad Abdullah Hanif +3
cs.CR2019
RED-Attack: Resource Efficient Decision based Attack for Machine Learning
Faiq Khalid, Hassan Ali, Muhammad Abdullah Hanif +3