Imss_lecture

I have been invited to give a talk at the 2026 Institute for Mathematical and Statistical Science (IMSS) Annual Lecture. I’ll be talking a new preprint on Certified Self-Consistency. TLDR: Develops a unified framework of when self-consistency yields certifiable reliability in reasoning models and introduces automated reward signals to reduce the computational cost of this certification.