Author

Frank E. Bobe

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#artificial intelligence Preprint Sep 2026

LoRA Enhanced Contrastive Learning with SAS Vision Transformers

Automatic target recognition (ATR) with synthetic aperture sonar (SAS) supports advanced naval capabilities, but deep learning is constrained by scarce target imagery, background clutter, and human-in-the-loop assessment. We adapt DINOv3 Vision Transformer (ViT) models to underwater SAS ATR using a three-stage paramete...

Dan Zimmerman, Frank E. Bobe, Amelia L. McCormack et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Deep Noir: Autonomous Steering Discovery via Architectural Chronometry in Transformer Models

It is shown that steering creates a predictable prompt-injection attack surface whose vulnerability increases monotonically with steering magnitude, relevant to agent systems deploying steered classifiers.

Frank E. Bobe, Greg D. Vetaw, Darshan W. Bryner et al. · 0 citations