83 citations · 94 across the 14 of their papers we have counts for
3 papers · 1 filter
Low Latency CMOS Hardware Acceleration for Fully Connected Layers in Deep Neural Networks
Nick Iliev, Amit Ranjan Trivedi
We present a novel low latency CMOS hardware accelerator for fully connected (FC) layers in deep neural networks (DNNs). The FC accelerator, FC-ACCL, is based on 128 8x8 or 16x16 p…
Low Power Unsupervised Anomaly Detection by Non-Parametric Modeling of Sensor Statistics
Ahish Shylendra, Priyesh Shukla, Saibal Mukhopadhyay +2
This work presents AEGIS, a novel mixed-signal framework for real-time anomaly detection by examining sensor stream statistics. AEGIS utilizes Kernel Density Estimation (KDE)-based…
: Markov Chain Monte Carlo Sampling in SRAM for Fast Bayesian Inference
Priyesh Shukla, Ahish Shylendra, Theja Tulabandhula +1
This work discusses the implementation of Markov Chain Monte Carlo (MCMC) sampling from an arbitrary Gaussian mixture model (GMM) within SRAM. We show a novel architecture of SRAM…