Xiaotian Guo
Joint Ph.D. in
Parallel Computing Systems for
Distributed AI Inference
PCS, University of Amsterdam
LIACS, Leiden University
BIOGRAPHY
My name is Xiaotian Guo (You can call me Sky in English).
I am currently a Guest Researcher at University of Amsterdam.
Thanks to my great Ph.D. supervisors, Prof. Andy Pimentel and
Dr. Todor Stefanov,
for supporting me in finishing this Ph.D.
Moreover, my research focuses on the distributed inference of deep learning models at the Edge.
The principal goal of my Ph.D. project is to achieve scalable, efficient, robust, and
secure DNN execution at the Edge.
My PhD thesis "Distributed DNN inference at the Edge" is available
in the link.
I have published 1 TCAD jouranl paper,
1 IoT journal paper,
1 ASP-DAC Conference paper,
1 ECML-PKDD workshop paper.
😊😊😊 I am actively looking for Software Engineer or Research Scientist Positions in Industry. I am also open to collaboration or postdoctoral opportunities. 😊😊😊
Publications
EASTER: learning to split transformers robustly at the Edge
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD). 2024.
RobustDiCE: Robust and Distributed CNN Inference at the Edge
Proceedings of the 29th Asia and South Pacific Design Automation Conference (ASPDAC '24). 2023.
Automated Exploration and Implementation of Distributed CNN Inference at the Edge
IEEE Internet of Things Journal. 2023.
Hierarchical design space exploration for distributed CNN inference at the edge
Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2022). 2022.
Cite EASTER: learning to split transformers robustly at the Edge
@article{guo2024easter,
title={EASTER: learning to split transformers robustly at the Edge},
author={Guo, Xiaotian and others},
journal={IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD)},
year={2024},
publisher={IEEE}
}Cite RobustDiCE: Robust and Distributed CNN Inference at the Edge
@INPROCEEDINGS{guo2023robustdice,
author={Guo, Xiaotian and others},
booktitle={2024 29th ASP-DAC},
title={RobustDiCE: Robust and Distributed CNN Inference at the Edge},
year={2024},
pages={26-31},
doi={10.1109/ASP-DAC58780.2024.10473970}
publisher={ACM}
}Cite Automated Exploration and Implementation of Distributed CNN Inference at the Edge
@ARTICLE{guo2021autodice,
author={Guo, Xiaotian and others},
journal={IEEE Internet of Things Journal},
title={Automated Exploration and Implementation of Distributed CNN Inference at the Edge},
year={2023},
volume={10},
number={7},
pages={5843-5858},
doi={10.1109/JIOT.2023.3237572}
}Cite Hierarchical design space exploration for distributed CNN inference at the edge
@inproceedings{guo2022hierarchical,
title={Hierarchical design space exploration for distributed CNN inference at the edge},
author={Guo, Xiaotian and others},
booktitle={3rd ITEM},
pages={545--556},
year={2022},
organization={Springer},
doi={10.1007/978-3-031-23618-1_36}
}