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adversarial training 1benchmark evaluation 1continuous learning 1deepfake detection 1image forensics 1

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cs.CV2026

Continuously Evolving Deepfake Detection: An Architecture and Public-Benchmark Evaluation of a Dynamic Detection System

Ken Jon Miyachi, Dylan Uys

The paper introduces BitMind Forensics, a continuously updated deepfake detection system that uses an open adversarial competition to refresh its training data, and demonstrates st…