SEP 9, 2026 · PREPRINT
Active Adaptation, Not Static Defense: Temporal Dynamics of Preventative Steering in Adversarial Fine-Tuning
arXiv
Early-stage mechanistic study of a defense technique using controlled experiments on language models, demonstrating a proposed improvement but lacking peer review, large-scale validation, or clinical/real-world outcomes.
Reported
Models evaluatedQwen2.5, Gemma-3