Multi Scale Graph Wavenet for Wind Speed Forecasting

no code implementations • 30 Sep 2021 • Neetesh Rathore, Pradeep Rathore, Arghya Basak, Sri Harsha Nistala, Venkataramana Runkana

Geometric deep learning has gained tremendous attention in both academia and industry due to its inherent capability of representing arbitrary structures.

Time Series Time Series Analysis

Universal Adversarial Attack on Deep Learning Based Prognostics

no code implementations • 15 Sep 2021 • Arghya Basak, Pradeep Rathore, Sri Harsha Nistala, Sagar Srinivas, Venkataramana Runkana

To the best of our knowledge, we are the first to study the effect of the universal adversarial perturbation on time series regression models.

Adversarial Attack regression +2

Untargeted, Targeted and Universal Adversarial Attacks and Defenses on Time Series

no code implementations • 13 Jan 2021 • Pradeep Rathore, Arghya Basak, Sri Harsha Nistala, Venkataramana Runkana

To the best of our knowledge these targeted and universal attacks on time series data have not been studied in any of the previous works.

Adversarial Attack Adversarial Defense +3