Preprint
Fan Mo, Mohammad Malekzadeh, Soumyajit Chatterjee, Fahim Kawsar, Akhil Mathur. “Centaur: Federated Learning for Constrained Edge Devices”. arXiv preprint. Paper
Fan Mo, Zahra Tarkhani, Hamed Haddadi. “SoK: Machine Learning with Confidential Computing”. arXiv preprint. Paper
Fan Mo, Anastasia Borovykh, Mohammad Malekzadeh, Soteris Demetriou, Deniz Gündüz, Hamed Haddadi. “Quantifying and Localizing Usable Information Leakage from Neural Network Gradients”. arXiv preprint. Paper
2022
Fan Mo, Hamed Haddadi, Kleomenis Katevas, Eduard Marin, Diego Perino, Nicolas Kourtellis. “PPFL: Enhancing Privacy in Federated Learning with Confidential Computing.” Accepted to ACM GetMobile 2022. Paper or Here (Highlights)
Mathias Brossard, Guilhem Bryant, Basma El Gaabouri, Xinxin Fan, Alexandre Ferreira, Edmund Grimley-Evans, Christopher Haster, Evan Johnson, Derek Miller, Fan Mo, Dominic P. Mulligan, Nick Spinale, Eric van Hensbergen, Hugo J. M. Vincent, Shale Xiong. “Private delegated computations using strong isolation”. arXiv preprint. Paper
Yuchen Zhao, Sayed Saad Afzal, Waleed Akbar, Osvy Rodriguez, Fan Mo, David Boyle, Fadel Adib, Hamed Haddadi. “Towards Battery-Free Machine Learning and Inference in Underwater Environments”, The 23rd Annual International Workshop on Mobile Computing Systems and Applications (ACM HotMobile 2022), March 9-10, 2022, Tempe, Arizona, USA. Paper
2021
Fan Mo, Hamed Haddadi, Kleomenis Katevas, Eduard Marin, Diego Perino, Nicolas Kourtellis. “PPFL: Privacy-preserving Federated Learning with Trusted Execution Environments.” Accepted to ACM MobiSys 2021, Mars, Solar System, Milky Way, June 2021. Paper, Codes, Teaser Video, Full Video (Best Paper Award!)
Fan Mo, Anastasia Borovykh, Mohammad Malekzadeh, Hamed Haddadi, Soteris Demetriou. “Layer-wise Characterization of Latent Information Leakage in Federated Learning”. ICLR Workshop - Distributed and Private Machine Learning, 2021. Paper
2020
Fan Mo, and Jia Zhou. “Adapting smartwatch interfaces to hand gestures during movements: Offset models and the C-shaped pattern of tapping”. Journal of Ambient Intelligence and Humanized Computing (2020). Paper, Code and data, Chinese Invention Grant - Eng. , 发明专利 - 中文, (Impact Factor: 6.324)
Fan Mo, Ali Shahin Shamsabadi, Kleomenis Katevas, Soteris Demetriou, Ilias Leontiadis, Andrea Cavallaro, Hamed Haddadi. “DarkneTZ: Towards Model Privacy on the Edge using Trusted Execution Environments”. ACM MobiSys 2020, Toronto, Canada, June 2020. arXiv, Codes, Video (Acceptance Rate: 19.4%)
2019
Fan Mo, Ali Shahin Shamsabadi, Kleomenis Katevas, Andrea Cavallaro, and Hamed Haddadi. “Towards Characterizing and Limiting Information Exposure in DNN Layers.” arXiv, CCS Poster Extended Abstract, 2019. arXiv
Fan Mo, and Hamed Haddadi. “Efficient and private Federated Learning using TEE.” EuroSys 2019 March 2019, Dresden, Germany (poster, extended abstract)
2018
Fan Mo, Shiquan Xiong, Shuping Yi, Qian Yi, and Anchuan Zhang. “Authentication Using Users’ Mouse Behavior in Uncontrolled Surroundings.” Intelligent Computing and Internet of Things, pp. 121-132. Springer, Singapore. 2018.
Fan Mo, Jia Zhou, Michal Kosinski, and David Stillwell. “Usage patterns and social circles on Facebook among elderly people with diverse personality traits.” Educational Gerontology 44, no. 4 (2018): 265-275. paper
Fan Mo, and Jia Zhou. “The influence of menu structure and layout on usability of smartwatches.” International Journal of Mobile Human Computer Interaction (IJMHCI) 10, no. 1 (2018): 1-22. paper
2017
Fan Mo, Jia Zhou, and Shuping Yi. “Adapting the Navigation Interface of Smart Watches to User Movements.” International Journal of Human–Computer Interaction 33, no. 6 (2017): 460-474. paper
Fan Mo, Cong Shen, Jia Zhou, and Michael M. Khonsari. “Statistical analysis of surface texture performance with provisions with uncertainty in texture dimensions.” IEEE Access 5 (2017): 5388-5398. paper
Fan Mo, Cong Shen, Jia Zhou, and Michael M. Khonsari. “Statistical Analysis of the Influence of Imperfect Texture Shape and Dimensional Uncertainty on Surface Texture Performance.” IEEE Access 5 (2017): 27023-27035. paper
Jincheng Huang, Jia Zhou, Guangji Liao, Fan Mo, and Huilin Wang. “Investigation of Chinese students’ O2O shopping through multiple devices.” Computers in Human Behavior 75 (2017): 58-69. paper
Fan Mo, Jia Zhou, and Shuping Yi. “How to Enhance Intergenerational Communication? The Influence of Family Orientation and Generation When Using Social Robots as an Intermediary.” In International Conference on Human Aspects of IT for the Aged Population, pp. 348-359. Springer, Cham, 2017. (Presentation at Vancouver, Canada).
2016
Guangji Liao, Jia Zhou, Jincheng Huang, Fan Mo, Huilin Wang, and Shuping Yi. “Design and evaluation of smart mobile services for cross-channel shopping.” Mobile Information Systems 2016 (2016). paper
Fan Mo, Shuping Yi, and Jia Zhou. “Effect of icon amount and visual density on usability of smartwatches.” In International Conference on Human Aspects of IT for the Aged Population, pp. 466-477. Springer, Cham, 2016. (Presentation at Toronto, Canada).