Proof Assistant

Proof assistants are computer programs that verify the correctness of mathematical proofs and code, aiming to increase confidence in formally verified results. Current research focuses on leveraging large language models (LLMs) and reinforcement learning, often within frameworks like Monte Carlo tree search, to automate proof generation and optimization, addressing challenges such as proof readability, conciseness, and the translation of natural language specifications into formal logic. This work is significant because it promises to accelerate the formal verification process, making rigorous verification more accessible and potentially impacting fields like software engineering and mathematical research.

Papers