PROMISE reframes automated proof generation as stateful search over structural embeddings of proof states, outperforming prior LLM-based systems by up to 26 points on the seL4 benchmark.
Available: https://dl.acm.org/doi/10.1145/2560537
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Human-Certified Module Repositories (HCMRs) are proposed as a new architectural model blending human oversight with automated analysis to certify reusable software modules for safe assembly by humans and AI agents.
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PROMISE: Proof Automation as Structural Imitation of Human Reasoning
PROMISE reframes automated proof generation as stateful search over structural embeddings of proof states, outperforming prior LLM-based systems by up to 26 points on the seL4 benchmark.
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Human-Certified Module Repositories for the AI Age
Human-Certified Module Repositories (HCMRs) are proposed as a new architectural model blending human oversight with automated analysis to certify reusable software modules for safe assembly by humans and AI agents.