authorea Authorea 10.36227/techrxiv.170326775.51644936/v1 Mitigating Label Flipping Attacks in Malicious URL Detectors Using Ensemble Trees 0000-0002-5714-8378 Nowroozi Ehsan Jadalla Nada Ghelichkhani Samaneh Jolfaei Alireza 22 12 2023 This preprint is available at https://doi.org/10.36227/techrxiv.170326775.51644936/v1 Index Terms-Adversarial machine learning adversarial attacks adversarial learning adversarial machine learning anti counter forensics backdoor attack communication, networking and broadcast technologies corrupted training sets counter forensics cybersecurity label poisoning poisoning attack