Neuro-symbolic IC3+LLM framework finds inductive invariants for 29 distributed protocols in TLA+ and proves them inductive via TLAPS.
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2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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LORIS detects local reasoning errors in LLM-generated proofs for loop invariants by translating natural-language steps to first-order logic implications and using invalid implications to refine the invariants, achieving 93.1% success on 460 C programs.
citing papers explorer
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Synthesizing Inductive Invariants for Distributed Protocols via IC3 and Large Language Models
Neuro-symbolic IC3+LLM framework finds inductive invariants for 29 distributed protocols in TLA+ and proves them inductive via TLAPS.
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Guiding LLM-based Loop Invariant Synthesis via Feedback on Local Reasoning Errors
LORIS detects local reasoning errors in LLM-generated proofs for loop invariants by translating natural-language steps to first-order logic implications and using invalid implications to refine the invariants, achieving 93.1% success on 460 C programs.