52 citations · 194 across the 34 of their papers we have counts for
7 papers · 1 filter
Explainable AI-Guided Efficient Approximate DNN Generation for Multi-Pod Systolic Arrays
Ayesha Siddique, Khurram Khalil, Khaza Anuarul Hoque
Approximate deep neural networks (AxDNNs) are promising for enhancing energy efficiency in real-world devices. One of the key contributors behind this enhanced energy efficiency in…
VR-LENS: Super Learning-based Cybersickness Detection and Explainable AI-Guided Deployment in Virtual Reality
Ripan Kumar Kundu, Osama Yahia Elsaid, Prasad Calyam +1
A plethora of recent research has proposed several automated methods based on machine learning (ML) and deep learning (DL) to detect cybersickness in Virtual reality (VR). However,…
Exploring Fault-Energy Trade-offs in Approximate DNN Hardware Accelerators
Ayesha Siddique, Kanad Basu, Khaza Anuarul Hoque
Systolic array-based deep neural network (DNN) accelerators have recently gained prominence for their low computational cost. However, their high energy consumption poses a bottlen…
Crafting Adversarial Examples for Deep Learning Based Prognostics (Extended Version)
Gautam Raj Mode, Khaza Anuarul Hoque
In manufacturing, unexpected failures are considered a primary operational risk, as they can hinder productivity and can incur huge losses. State-of-the-art Prognostics and Health…
Adversarial Examples in Deep Learning for Multivariate Time Series Regression
Gautam Raj Mode, Khaza Anuarul Hoque
Multivariate time series (MTS) regression tasks are common in many real-world data mining applications including finance, cybersecurity, energy, healthcare, prognostics, and many o…
High-level Modeling of Manufacturing Faults in Deep Neural Network Accelerators
Shamik Kundu, Ahmet Soyyiğit, Khaza Anuarul Hoque +1
The advent of data-driven real-time applications requires the implementation of Deep Neural Networks (DNNs) on Machine Learning accelerators. Google's Tensor Processing Unit (TPU)…
False Data Injection Attacks in Internet of Things and Deep Learning enabled Predictive Analytics
Gautam Raj Mode, Prasad Calyam, Khaza Anuarul Hoque
Industry 4.0 is the latest industrial revolution primarily merging automation with advanced manufacturing to reduce direct human effort and resources. Predictive maintenance (PdM)…