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Center for Advanced Studies (CAS) Research Focus Physics and SecurityHardware/Software/Algorithm Co-Design for Robust Deep and Federated LearningDeep learning (DL) models are enabling a significant paradigm shift in a diverse range of fields, including natural language processing, computer vision, as well as the design and automation of complex integrated circuits. While the deep models – and optimizations- based on them, e.g., Deep Reinforcement Learning (RL) – demonstrate a superior performance and a great capability for automated representation learning, earlier works have revealed the vulnerability of DLs to various attacks. The vulnerabilities include adversarial samples, model poisoning, fault injection, and Intellectual Property (IP) infringement attacks. On the one hand, these security threats could divert the behavior of the DL mode...2023-02-011h 32