no code implementations • 25 Apr 2024 • Shay Snyder, Victoria Clerico, Guojing Cong, Shruti Kulkarni, Catherine Schuman, Sumedh R. Risbud, Maryam Parsa
We showcase the performance benefits of combining neuromorphic Bayesian optimization with our approach for citation graph classification using fixed-precision spiking neurons.
1 code implementation • 12 Nov 2023 • Ziyu Lu, Anika Tabassum, Shruti Kulkarni, Lu Mi, J. Nathan Kutz, Eric Shea-Brown, Seung-Hwan Lim
This paper explores the potential of the transformer models for learning Granger causality in networks with complex nonlinear dynamics at every node, as in neurobiological and biophysical networks.
1 code implementation • 4 May 2023 • Prasanna Date, Chathika Gunaratne, Shruti Kulkarni, Robert Patton, Mark Coletti, Thomas Potok
Currently available simulators are catered to either neuroscience workflows (such as NEST and Brian2) or deep learning workflows (such as BindsNET).
no code implementations • 15 Aug 2022 • Prasanna Date, Shruti Kulkarni, Aaron Young, Catherine Schuman, Thomas Potok, Jeffrey Vetter
They are expected to be indispensable for energy-efficient computing in the future.