Zachariah Carmichael

Analysis of Wide and Deep Echo State Networks for Multiscale Spatiotemporal Time Series Forecasting

2019

Echo state networks are computationally lightweight reservoir models inspired by the random projections observed in cortical circuitry. As interest in reservoir computing has grown, networks have become deeper and more intricate. While these networks are …

How Well Do Feature-Additive Explainers Explain Feature-Additive Predictors?

2023 · arXiv (Cornell University)

Surging interest in deep learning from high-stakes domains has precipitated concern over the inscrutable nature of black box neural networks. Explainable AI (XAI) research has led to an abundance of explanation algorithms for these black …