Sneaky Spikes: Uncovering Stealthy Backdoor Attacks in Spiking Neural Networks with Neuromorphic Data

Corresponding code for the paper: "Sneaky Spikes: Uncovering Stealthy Backdoor Attacks in Spiking Neural Networks with Neuromorphic Data", at Network and Distributed System Security (NDSS) 2024.

A guide to the code is available here.

Examples

Static Triggers

Moving Triggers

Smart Triggers

Clean Image

Trigger in the least important area

Trigger in the most important area

Dynamic Triggers

Attack Overview

Dynamic Examples

γ	0.1	0.05	0.01
Clean image
Noise
Projected Noise
Backdoor image

Authors

Gorka Abad, Oguzhan Ersoy, Stjepan Picek, and Aitor Urbieta.

How to cite

@inproceedings{abad2024sneaky,
  title={Sneaky Spikes: Uncovering Stealthy Backdoor Attacks in Spiking Neural Networks with Neuromorphic Data.},
  author={Abad, Gorka and Ersoy, Oguzhan and Picek, Stjepan and Urbieta, Aitor.},
  booktitle={NDSS},
  year={2024}
}

License

This project is licensed under the MIT License - see the LICENSE file for details.