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.
no code implementations • 18 May 2023 • Shay Snyder, Sumedh R. Risbud, Maryam Parsa
The ever-increasing demands of computationally expensive and high-dimensional problems require novel optimization methods to find near-optimal solutions in a reasonable amount of time.
no code implementations • 24 Mar 2023 • Shay Snyder, Hunter Thompson, Md Abdullah-Al Kaiser, Gregory Schwartz, Akhilesh Jaiswal, Maryam Parsa
Specifically, the sensory information generated by event-based image sensors are orders of magnitude sparser compared to that of RGB sensors.