📄ArXiv AI•Apr 30, 2026Stalecollected in 15h

DreamProver Evolves Lemma Libraries via Wake-Sleep Agent

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#theorem-proving #wake-sleep #formal-aidreamproverdreamprover

💡Evolve transferable lemmas to boost theorem proving success 2x+ on benchmarks.

⚡ 30-Second TL;DR

What Changed

Introduces wake-sleep cycle for iterative lemma discovery

Why It Matters

Advances automated theorem proving by enabling adaptive, generalizable lemma libraries, benefiting AI in formal math and verification. Reduces reliance on fixed or theorem-specific lemmas, lowering development costs for proof assistants.

What To Do Next

Implement DreamProver's wake-sleep cycle on Lean or Isabelle datasets to build reusable lemma libraries.

Who should care:Researchers & Academics

Key Points

•Introduces wake-sleep cycle for iterative lemma discovery
•Builds compact, transferable lemma libraries from theorem proofs
•Substantially improves proof success on diverse math benchmarks
•Produces more concise proofs and reduces computational costs

📄Read original article on ArXiv AI

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