462 citations · 1.1k across the 16 of their papers we have counts for
6 papers · 1 filter
Reimagining Sense Amplifiers: Harnessing Phase Transition Materials for Current and Voltage Sensing
Md Mazharul Islam, Shamiul Alam, Mohammad Adnan Jahangir +5
Energy-efficient sense amplifier (SA) circuits are essential for reliable detection of stored memory states in emerging memory systems. In this work, we present four novel sense am…
A Hybrid FeMFET-CMOS Analog Synapse Circuit for Neural Network Training and Inference
Arman Kazemi, Ramin Rajaei, Kai Ni +3
An analog synapse circuit based on ferroelectric-metal field-effect transistors is proposed, that offers 6-bit weight precision. The circuit is comprised of volatile least signific…
Design space exploration of Ferroelectric FET based Processing-in-Memory DNN Accelerator
Insik Yoon, Matthew Jerry, Suman Datta +1
In this letter, we quantify the impact of device limitations on the classification accuracy of an artificial neural network, where the synaptic weights are implemented in a Ferroel…
Stochastic IMT (insulator-metal-transition) neurons: An interplay of thermal and threshold noise at bifurcation
Abhinav Parihar, Matthew Jerry, Suman Datta +1
Artificial neural networks can harness stochasticity in multiple ways to enable a vast class of computationally powerful models. Electronic implementation of such stochastic networ…
Vertex coloring of graphs via phase dynamics of coupled oscillatory networks
Abhinav Parihar, Nikhil Shukla, Matthew Jerry +2
While Boolean logic has been the backbone of digital information processing, there are classes of computationally hard problems wherein this conventional paradigm is fundamentally…
Computing with Dynamical Systems Based on Insulator-Metal-Transition Oscillators
Abhinav Parihar, Nikhil Shukla, Matthew Jerry +2
In this paper we review recent work on novel computing paradigms using coupled oscillatory dynamical systems. We explore systems of relaxation oscillators based on linear state tra…