Privacy

Slide - PhD Interview Talk: Research Interests in Cloud-Edge AI

PhD interview presentation for Imperial College Computing, covering research interests in cloud-edge collaborative AI inference. Topics include privacy-aware inference routing, distributed LLM deployment on heterogeneous edge devices, and system-level optimization for resource-constrained environments.

Jan 20, 2026

PRISM: Privacy-Aware Routing for Adaptive Cloud–Edge LLM Inference with Semantic Sketch Collaboration
PRISM: Privacy-Aware Routing for Adaptive Cloud–Edge LLM Inference with Semantic Sketch Collaboration

设计了一个隐私感知的路由框架，为 LLM 推理在云端和边缘之间动态选择执行路径，结合自适应 LDP 和语义草图协作

Jul 30, 2025

PRISM: Privacy-Aware Routing for Adaptive Cloud–Edge LLM Inference with Semantic Sketch Collaboration
PRISM: Privacy-Aware Routing for Adaptive Cloud–Edge LLM Inference with Semantic Sketch Collaboration

Designed a privacy-aware routing framework that dynamically selects execution paths across cloud and edge for LLM inference, combining adaptive LDP and semantic sketching

Jul 30, 2025