Pedro Arruda Faustini is a Postdoctoral Research Associate at the School of Computing at Macquarie University. His research focuses on artificial intelligence, natural language processing, and network security. Macquarie University, School of Computing His work spans adversarial machine learning, privacy-preserving AI, and voice assistant technologies. He has contributed to semantic reformulation in spoken QA systems and applied reinforcement learning to network security. Recent research includes differential privacy in language models and reconstruction attack analysis in federated learning. Key article trends include adversarial text analysis , privacy metrics , voice assistant design , and secure machine learning . Collaborations highlight interdisciplinary work in network function virtualization and speech interfaces . Pedro's work has been published in venues like Computational Linguistics , ACL , and INTERSPEECH , with notable contributions to fake news detection and non-functional requirements estimation . Advising and Collaborations : Collaborated with researchers like Dr. Mark Dras, Dr. Shaday Moshe Tonni, and Dr. Shlomo Berkovsky. Collaborations span computational linguistics, embedded systems, and network security domains.







