SCALAR: Benchmarking SAE Interaction Sparsity in Toy LLMs. - Sean P. Fillingham; Andrew Gordon; Peter Lai; Xavier Poncini; David Quarel; Stefan Heimersheim (CoRR, 2025)

STAMP/STPA informed characterization of Factors Leading to Loss of Control in AI Systems. - Steve Barrett; Anna Bruvere; Sean P. Fillingham; Catherine Rhodes; Stefano Vergani (CoRR, 2025)

Lessons from External Review of DeepMind's Scheming Inability Safety Case. - Stephen Barrett; Francisco Javier Campos Zabala; Sean P. Fillingham; Umair Siddique; James Walpole; Robin Bloomfield; Henry Papadatos (CoRR, 2026)