LLM2Cert: LLM-Generated Safety Certificates with Automated Verification

CMU researchers introduced LLM2Cert, an end-to-end framework where LLMs synthesize stability and safety certificates (Lyapunov and Barrier functions) for dynamical systems, verified automatically via SMT solvers and Lean, achieving a 77% success rate on 105 systems.

2026-10-27 ~ 2026-10-27 · 2 related posts

• CMU's LLM2Cert synthesizes stability certificates verified via SMT and Lean — CarnegieMellonU · 2026-10-27
• LLM2Cert: LLM agents + Lean formally verify safety certificates for 77% of benchmark systems — wellecks · 2026-10-27