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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Ji Wang

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#small language model Book Open access Oct 2026

Fully Automating Template Polyhedral Analysis by Leveraging LLMs

Abstract interpretation provides a generic framework to design static analysis, and has been widely applied in analysis of real-world programs. The scalability and precision of these analyses depend largely on the chosen abstract domain. The template polyhedra domain is well-known for offering a compelling trade-off be...

Ren-Jie Huang, Li-Qian Chen, Hong-Fei Fu et al. · 0 citations
Jul 2026

LimICE: Integrating LLM into ICE Framework for Efficient Loop Invariant Inference

The proposed Incremental ICE framework integrates the incremental philosophy of IC3 into the general invariant learning framework ICE and instantiate a loop invariant synthesis tool, LimICE, which leverages LLMs to generate the ordered sequence of lemmas and incorporates ICE-DT as a fallback mechanism to complement the...

Kai Fan, Shiwen Yu, Guangsheng Fan et al. · 0 citations
Jul 2026

Path-Sensitive Loop Invariant Inference via Large Language Models and Abstract Interpretation

A path-sensitive loop invariant inference approach based on Large Language Models and abstract interpretation that constructs candidate invariants as disjunctions of clause conjunctions satisfied by counterexamples across loop paths and iteratively refines them using counterexamples generated by the SMT solver during v...

Guangsheng Fan, Liqian Chen, Pei-Sen Yao et al. · 0 citations

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