November 30, 2020 to December 3, 2020
Southern Methodist University
America/Chicago timezone

Anomaly Detection with Spiking Neural Networks on Neuromorphic Chips

Dec 2, 2020, 3:10 PM
8m
Southern Methodist University

Southern Methodist University

Talk

Speaker

Bartlomiej Pawel Borzyszkowski

Description

We describe anomaly detection applications on Neuromorphic Chips, exploiting Spiking Neural Networks on the Intel Loihi chip. We describe different workflows to train models directly on Loihi or to convert Neural Networks to Spiking Neural Networks. As a benchmark, we consider the problem of Gravitational Wave detection without a-priori assumption of the wave profile. We discuss baseline models and compare their reach to that of Spiking Neural Networks.

Primary authors

Eric Anton Moreno (California Institute of Technology (US)) Bartlomiej Pawel Borzyszkowski

Presentation materials