Jingwei Sun
jingwei.sun@duke.edu
Durham, NC, USA
I am currently a Ph.D. candidate in the Electrical and Computer Engineering department at Duke University under the supervision of Professor Yiran Chen and Hai “Helen” Li in Duke CEI Lab. My research interests lie in edge intelligent systems and trustworthy AI, with a focus on collaborative intelligent systems, edge computing systems, and on-device AI with an awareness of efficiency, security, and privacy.
My main research interests:
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Efficient on-device ML System Adaptation
– Knowledge Graph Tuning
– Backpropagation-free Prompt Tuning on Edge Devices -
Collaborative Edge Intelligence Systems
– Edge-cloud Collaborative Inference
– Cross-silo Collaborative Inference
– Heterogeneous Federated Learning -
Trustworthy AI Systems
– Data Privacy Preservation
– Robust Collaborative Intelligence System
– Training Data Detection for LLMs