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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Shao-Ran Xia

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Book Open access Oct 2026

Verifier-in-the-Loop LLM Solving of Heap Constraints for Concolic Execution

Concolic execution systematically explores program paths by solving symbolic constraints, but in object-oriented software its practical effectiveness is often limited by heap constraints over objects and heap structure, such as nullness, aliasing, runtime types, and field reachability. These constraints form a systemat...

Shao-Ran Xia, Le-Yi Cheng, Cai-Hua Dong et al. · 0 citations

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