Deepfake detection across generations: MesoNet to ViT
Nine detectors from 18K-parameter MesoNet variants to fine-tuned Xception and ViT-B/16, benchmarked across GAN-era, diffusion, and held-out forgeries.
Topic
Research
Questions, experiments, papers, and evidence in progress.
3 connected portfolio, venture, insight, and off-duty entries.
Edge intelligence, central reasoning
A research note on giving efficient local models and larger central systems different jobs inside one security architecture.
Ergodic Theory: What the Long Run Can Teach Us
From the law of large numbers to Mamba-based telemetry analysis and human trial-and-error, the value of repetition depends on what the process lets us observe.