Adversarial Examples for Time Series

Here are some examples I generated to see Adversarial Examples of Vital Signs Time Series. You can see how the Time Series changes. It is no more the same example, it can be very well considered a different and independent time series vital sign sample. Unlike in images, where a human can still tell the target label easily.

Adversarial Images can be correctly classified by humans

Adversarial Examples were created using Jacobian Saliency map Attack with theta value as 0.4 and gamma as 0.2.

Example 1
Example 2
Example 3
Example 4

I would like to dig deeper into Adversarial Examples in time series. If interested in a collaborative work, Please example me at

Connecting the Dots.

Connecting the Dots.