4 papers
Symbol Detection in a MIMO Wireless Communication System Using a FeFET-coupled CMOS Ring Oscillator Array
Harsh Kumar Jadia, Abhinaba Ghosh, Md Hanif Ali +11
Symbol decoding in multiple-input multiple-output (MIMO) wireless communication systems requires the deployment of fast, energy-efficient computing hardware deployable at the edge.…
Regularization-based Framework for Quantization-, Fault- and Variability-Aware Training
Anmol Biswas, Raghav Singhal, Sivakumar Elangovan +2
Efficient inference is critical for deploying deep learning models on edge AI devices. Low-bit quantization (e.g., 3- and 4-bit) with fixed-point arithmetic improves efficiency, wh…
Heracles: A HfO2 Ferroelectric Capacitor Compact Model for Efficient Circuit Simulations
Luca Fehlings, Md Hanif Ali, Paolo Gibertini +4
The growing use of ferroelectric-based technology, extending beyond conventional memory storage applications, necessitates the development of compact models that can be easily inte…
Temporal and Spatial Reservoir Ensembling Techniques for Liquid State Machines
Anmol Biswas, Sharvari Ashok Medhe, Raghav Singhal +1
Reservoir computing (RC), is a class of computational methods such as Echo State Networks (ESN) and Liquid State Machines (LSM) describe a generic method to perform pattern recogni…