Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle
This survey examines the protective paradigm that has grown around this intervention point, and finds that most protections are still validated mainly against static or weakly adaptive adversaries, while evidence beyond controlled benchmarks remains scarce.