“Securing the Perception of Advanced Driving Assistance Systems Against Digital Epileptic Seizures Resulting from Emergency Vehicle Lighting” is an interesting research study on the current status of image recognition for advanced driving assistance and autonomous vehicle systems. The study found that some standard Driving Assistance Systems can be completely confused by emergency vehicle flashers with the risk of becoming the cause of serious incidents. Machine Learning models can be part of the cause of this vulnerability, as well as part of the solution proposed by the researchers called “Caracetamol“.