Longlong Liao is a postdoctoral researcher at the Hong Kong Quantum AI Lab. He received his PhD in Computer Science from the National University of Defense Technology in 2019, where his research focused on OpenCL-based parallel computing and distributed deep learning systems. Currently, Longlong is exploring exciting topics in verifiable large language models (LLMs), parallel trusted edge intelligence, and computer vision, including lightweight object detectors, image/graph matching and retrieval, and video-based person re-identification. He is also working on the fusion of cascade DNN models and deep learning co-inference with edge-device synergy.