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26,098 papers · page 84 of 1,305

Pantograph: A Machine-to-Machine Interaction Interface for Advanced Theorem Proving, High Level Reasoning, and Data Extraction in Lean 4

Leni Aniva, Chuyue Sun, Brando Miranda, Clark W. Barrett, Sanmi Koyejo

Abstract Machine-assisted theorem proving refers to the process of conducting structured reasoning to automatically generate proofs for mathematical theorems. Recently, there has been a surge of interest in using machine learning models in conjunction with proof assistants to per…

TACAS 2025★ Distinguished Paper

Sound Statistical Model Checking for Probabilities and Expected Rewards

Carlos E. Budde, Arnd Hartmanns, Tobias Meggendorfer, Maximilian Weininger, Patrick Wienhöft

Abstract Statistical model checking estimates probabilities and expectations of interest in probabilistic system models by using random simulations. Its results come with statistical guarantees. However, many tools use unsound statistical methods that produce incorrect results mo…