100 citations · 102 across the 3 of their papers we have counts for
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Inherent Weight Normalization in Stochastic Neural Networks
Georgios Detorakis, Sourav Dutta, Abhishek Khanna +3
Multiplicative stochasticity such as Dropout improves the robustness and generalizability of deep neural networks. Here, we further demonstrate that always-on multiplicative stocha…
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…
Phase Field Modeling of Domain Dynamics and Polarization Accumulation in Ferroelectric HZO
Atanu K Saha, Kai Ni, Sourav Dutta +2
In this work, we investigate the accumulative polarization (P) switching characteristics of ferroelectric (FE) thin films under the influence of sequential electric-field pulses. B…