🤖 Empowering On-Device Intelligence: Engineering intelligent systems for resource-constrained devices such as UAVs and robotics in IoT environments.
🧠 Maximizing AI Performance on the Edge: Innovating cutting-edge techniques in model architecture, knowledge distillation, and federated learning to unlock peak AI performance.
🛰️ Pioneering LLM and Agentic AI for the Edge: Developing resource-efficient LLMs/SLMs and autonomous AI agents deployable on edge devices.
AI Security
Building resilient and trustworthy AI systems.
🛡️ Building AI-Powered Cyber Defenses: Creating next-generation intelligent Intrusion Detection/Prevention Systems (IDS/IPS) leveraging advanced supervised, unsupervised, and hybrid AI models.
🔐 Enhancing Trustworthiness of AI-Based Applications: Leading research on innovative techniques for AI model protection and adversarial attack resilience.
⚛️ Pioneering Security for the Quantum Era: Investigating and developing security frameworks for AI models addressing threats unique to quantum-enhanced or quantum-native AI.