WikipediaBot: Automated Adversarial Manipulation of Wikipedia Articles
This addresses the problem of automated vandalism on Wikipedia, posing a threat to article integrity, but is incremental as it builds on existing adversarial manipulation techniques.
The paper introduces WikipediaBot, an automated system for generating adversarial edits to Wikipedia articles that evade detection, using an adversarial Markov chain and MIM attacks.
This paper presents an automated adversarial mechanism called WikipediaBot. WikipediaBot allows an adversary to create and control a bot infrastructure for the purpose of adversarial edits of Wikipedia articles. The WikipediaBot is a self-contained mechanism with modules for generating credentials for Wikipedia editors, bypassing login protections, and a production of contextually-relevant adversarial edits for target Wikipedia articles that evade conventional detection. The contextually-relevant adversarial edits are generated using an adversarial Markov chain that incorporates a linguistic manipulation attack known as MIM or malware-induced misperceptions. Because the nefarious use of WikipediaBot could result in harmful damages to the integrity of wide range of Wikipedia articles, we provide an elaborate discussion about the implications, detection, and defenses Wikipedia could employ to address the threat of automated adversarial manipulations and acts of Wikipedia vandalism.