Robust 3D perception for autonomous driving Cooperative and all-weather multimodal perception for reliable autonomous systems. Low-light driving perception Aligned day-night data and robust perception for dark traffic environments. Efficient federated learning Communication- and parameter-efficient multi-task learning for edge intelligence. Digital twins for medical devices Personalized decision support and parameter optimization for implantable devices.