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Verified Safety with Neural Barrier Functions: From Dynamical Systems to Language Models

Автор: IEEE Control Systems Society Security and Privacy

Загружено: 2026-01-24

Просмотров: 45

Описание: Rising Star Symposium on Cyber-Physical Systems Security, Resilience, and Privacy
https://shorturl.at/C3RZy

By Hanjiang Hu from Carnegie Mellon University

Safety is a fundamental requirement for deploying learning-based systems in the real world. From autonomous vehicles to large language model (LLM) based AI agents, guaranteeing that system trajectories remain within user-specified safety constraints. In this talk, I will present my work on verified safety with neural barrier functions, a unified framework that enables provable safety guarantees from neural dynamical systems to modern foundation models.

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Verified Safety with Neural Barrier Functions: From Dynamical Systems to Language Models

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