Three papers are accepted by NeurIPS 2025: OVERT: A Benchmark for Over-Refusal Evaluation on Text-to-Image Models (D&B Track) Generalization or Hallucination? Understanding Out-of-Context Reasoning in Transformers Understanding and Improving Fast Adversarial Training against $\ell_0$ Bounded Perturbations