CMU's LLM2Cert synthesizes stability certificates verified via SMT and Lean
CarnegieMellonU · hf · 2026-10-27
CMU's LLM2Cert has LLMs synthesize stability and safety certificates (Lyapunov/barrier functions, policies) for nonlinear dynamical systems, verified via SMT solvers and a Lean proof-repair agent with fast screening and routing. The release includes a benchmark of nonlinear systems and reports substantial verification gains across stability, ROA, invariance, and safety.
More from Research
- Kolab Benchmark Uses Pro Screen Recordings to Show AI Agents Overestimate Collaboration Quality — minnesotanlp · 2026-10-27
- One BBQ Example Pushes LLM Fairness Scores Past 90%, EMNLP Paper Questions Benchmarks — radamihalcea · 2026-10-27
- Real2Sem2Real turns one phone video into 2,000+ robot demos, matching 150 teleop demos — Scobleizer · 2026-10-27
- Understanding MuonH (Hyperball) through weight norm geometry of scale-invariant networks — jasondeanlee · 2026-10-27
- Sail equivalence proof and riscv-coq cross-checks uncover real RISC-V spec bugs — xennygrimmato_ · 2026-10-27
- Kokotajlo challenges CoT monitorability evals: what if the model didn't refuse? — dfrsrchtwts · 2026-10-27