About Hao Liu Hao Liu Ph.D. Student, Computer Science edge computing Efficient AI deep neural networks LLM cloud technologies distributed computing Distributed algorithms distributed deep learning multi-stage optimization algorithm Hao Liu is a Ph.D. candidate in Computer Science at King Abdullah University of Science and Technology (KAUST), advised by Prof. Suhaib Fahmy, where his research focuses on efficient deep neural network inference, edge and near-edge AI acceleration, distributed computing, and optimization techniques for low-latency, energy-efficient intelligent systems. Events Presented Events Nov 8 - Nov 14, 2026 Efficient Deep Neural Network Inference with Near-Edge Accelerator Offload Hao Liu, Ph.D. Student, Computer Science Nov 11, 09:30 - 11:30 B2 R5220 edge computing Efficient AI accelerators multi-stage optimization algorithm distributed computing Distributed algorithms This thesis develops efficient distributed inference strategies for deep neural networks that exploit near-edge accelerators through edge, near-edge, and cloud tier offloading, optimized model partitioning, and collaborative expert-based processing to achieve low-latency, energy-efficient, and accurate AI inference on resource-constrained edge systems.
Efficient Deep Neural Network Inference with Near-Edge Accelerator Offload Hao Liu, Ph.D. Student, Computer Science Nov 11, 09:30 - 11:30 B2 R5220 edge computing Efficient AI accelerators multi-stage optimization algorithm distributed computing Distributed algorithms This thesis develops efficient distributed inference strategies for deep neural networks that exploit near-edge accelerators through edge, near-edge, and cloud tier offloading, optimized model partitioning, and collaborative expert-based processing to achieve low-latency, energy-efficient, and accurate AI inference on resource-constrained edge systems.
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Efficient Deep Neural Network Inference with Near-Edge Accelerator Offload Hao Liu, Ph.D. Student, Computer Science Nov 11, 09:30 - 11:30 B2 R5220 edge computing Efficient AI accelerators multi-stage optimization algorithm distributed computing Distributed algorithms
