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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

Author

Jayanth Thangellamudi

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Preprint Aug 2026

Lessons from the Hardware Hacking Competitions: Verification Techniques, Findings, and Insights

A multi-strategy vulnerability analysis methodology is presented, combining simulation-based verification, formal verification, lint analysis, Large Language Model-assisted bug detection, and coverage-guided hybrid fuzzing to derive practical lessons for pre-silicon security verification.

Sudipta Paria, Aritra Dasgupta, Raghul Saravanan et al. · 0 citations
Review Open access 2026

Fuzzing-Based Verification of Hardware Designs: A Comprehensive Survey

This survey presents a comprehensive overview of state-of-the-art hardware fuzzing research, examining how existing hardware fuzzing approaches differ in their fundamental approaches to test generation, simulation infrastructure, mutation strategy, coverage feedback, and bug detection.

Raghul Saravanan, Sudipta Paria, Jayanth Thangellamudi et al. · 1 citation

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