The main features offered by IDSGAN are as follows:
- The ability to develop attacks against IDS by emulating their behavior
- The ability to take advantage of adversarial examples to make attacks against IDS in black-box mode
- The ability to reduce the detection rate of artificially produced traffic to zero
- The ability to reuse the adversarial examples generated to attack different types of IDS
Now, let's look at the structure of IDSGAN.