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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Liqian Chen

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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
Conference Jul 2026

LLM-Based Invariant Generation for Multi-Loop Programs via Forward and Backward Iterative Refinement

Cloud computing infrastructure increasingly relies on cloud services where correctness is critical. Ensuring their correctness requires formal verification techniques grounded in rigorous mathematical reasoning. In practice, formal models of cloud services frequently exhibit multiple loop structures, and verifying such...

Wenyu Zhang, Guangsheng Fan, Dengping Wei et al. · 0 citations

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