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Hamed Haddadi

Imperial College London

The Case for Retraining of ML Models for IoT Device Identification at the Edge

Nov 17, 2020
Roman Kolcun, Diana Andreea Popescu, Vadim Safronov, Poonam Yadav, Anna Maria Mandalari, Yiming Xie, Richard Mortier, Hamed Haddadi

* 13 pages, 8 figures, 4 tables 

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Semi-supervised Federated Learning for Activity Recognition

Nov 06, 2020
Yuchen Zhao, Hanyang Liu, Honglin Li, Payam Barnaghi, Hamed Haddadi


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Paralinguistic Privacy Protection at the Edge

Nov 04, 2020
Ranya Aloufi, Hamed Haddadi, David Boyle

* 14 pages, 7 figures. arXiv admin note: text overlap with arXiv:2007.15064 

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Layer-wise Characterization of Latent Information Leakage in Federated Learning

Oct 17, 2020
Fan Mo, Anastasia Borovykh, Mohammad Malekzadeh, Hamed Haddadi, Soteris Demetriou

* 17 pages, 11 figures 

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Running Neural Networks on the NIC

Sep 04, 2020
Giuseppe Siracusano, Salvator Galea, Davide Sanvito, Mohammad Malekzadeh, Hamed Haddadi, Gianni Antichi, Roberto Bifulco


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DANA: Dimension-Adaptive Neural Architecture for Multivariate Sensor Data

Aug 05, 2020
Mohammad Malekzadeh, Richard G. Clegg, Andrea Cavallaro, Hamed Haddadi

* Under Review. 11 Pages, 11 figures, 5 tables 

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DarkneTZ: Towards Model Privacy at the Edge using Trusted Execution Environments

Apr 12, 2020
Fan Mo, Ali Shahin Shamsabadi, Kleomenis Katevas, Soteris Demetriou, Ilias Leontiadis, Andrea Cavallaro, Hamed Haddadi

* 13 pages, 8 figures, accepted to ACM MobiSys 2020 

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PrivEdge: From Local to Distributed Private Training and Prediction

Apr 12, 2020
Ali Shahin Shamsabadi, Adria Gascon, Hamed Haddadi, Andrea Cavallaro

* IEEE Transactions on Information Forensics and Security (TIFS) 

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Decentralized Policy-Based Private Analytics

Mar 14, 2020
Kleomenis Katevas, Eugene Bagdasaryan, Jason Waterman, Mohamad Mounir Safadieh, Hamed Haddadi, Deborah Estrin


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Privacy and Utility Preserving Sensor-Data Transformations

Nov 14, 2019
Mohammad Malekzadeh, Richard G. Clegg, Andrea Cavallaro, Hamed Haddadi

* Accepted to appear in Pervasive and Mobile computing (PMC) Journal, Elsevier 

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Privacy-Preserving Bandits

Sep 12, 2019
Mohammad Malekzadeh, Dimitrios Athanasakis, Hamed Haddadi, Ben Livshits

* 9 pages, 7 figures 

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Emotionless: Privacy-Preserving Speech Analysis for Voice Assistants

Aug 09, 2019
Ranya Aloufi, Hamed Haddadi, David Boyle

* 5 pages, 4 figures, privacy Preserving Machine Learning Workshop, CCS 2019 

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Towards Characterizing and Limiting Information Exposure in DNN Layers

Jul 13, 2019
Fan Mo, Ali Shahin Shamsabadi, Kleomenis Katevas, Andrea Cavallaro, Hamed Haddadi

* 5 pages, 6 figures, CCS PPML workshop 

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Modeling and Forecasting Art Movements with CGANs

Jun 21, 2019
Edoardo Lisi, Mohammad Malekzadeh, Hamed Haddadi, F. Din-Houn Lau, Seth Flaxman

* 15 pages, 6 figures 

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Mobile Sensor Data Anonymization

Oct 26, 2018
Mohammad Malekzadeh, Richard G. Clegg, Andrea Cavallaro, Hamed Haddadi

* 10 pages 

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Deep Learning in Mobile and Wireless Networking: A Survey

Sep 17, 2018
Chaoyun Zhang, Paul Patras, Hamed Haddadi


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Finding Dory in the Crowd: Detecting Social Interactions using Multi-Modal Mobile Sensing

Aug 30, 2018
Kleomenis Katevas, Katrin Hänsel, Richard Clegg, Ilias Leontiadis, Hamed Haddadi, Laurissa Tokarchuk

* 12 pages, 6 figures, conference paper 

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Protecting Sensory Data against Sensitive Inferences

Jun 20, 2018
Mohammad Malekzadeh, Richard G. Clegg, Andrea Cavallaro, Hamed Haddadi

* 6 pages 

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A Hybrid Deep Learning Architecture for Privacy-Preserving Mobile Analytics

Apr 18, 2018
Seyed Ali Osia, Ali Shahin Shamsabadi, Ali Taheri, Kleomenis Katevas, Sina Sajadmanesh, Hamid R. Rabiee, Nicholas D. Lane, Hamed Haddadi


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Privacy-Preserving Personal Model Training

Apr 03, 2018
Sandra Servia-Rodriguez, Liang Wang, Jianxin R. Zhao, Richard Mortier, Hamed Haddadi

* The 3rd ACM/IEEE International Conference on Internet of Things Design and Implementation (IoTDI 2018) 

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Deep Private-Feature Extraction

Feb 28, 2018
Seyed Ali Osia, Ali Taheri, Ali Shahin Shamsabadi, Kleomenis Katevas, Hamed Haddadi, Hamid R. Rabiee


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Replacement AutoEncoder: A Privacy-Preserving Algorithm for Sensory Data Analysis

Feb 27, 2018
Mohammad Malekzadeh, Richard G. Clegg, Hamed Haddadi

* 12 pages, 11 figures 

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Distributed One-class Learning

Feb 10, 2018
Ali Shahin Shamsabadi, Hamed Haddadi, Andrea Cavallaro


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Privacy-Preserving Deep Inference for Rich User Data on The Cloud

Oct 11, 2017
Seyed Ali Osia, Ali Shahin Shamsabadi, Ali Taheri, Kleomenis Katevas, Hamid R. Rabiee, Nicholas D. Lane, Hamed Haddadi

* arXiv admin note: substantial text overlap with arXiv:1703.02952 

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Kissing Cuisines: Exploring Worldwide Culinary Habits on the Web

Apr 25, 2017
Sina Sajadmanesh, Sina Jafarzadeh, Seyed Ali Osia, Hamid R. Rabiee, Hamed Haddadi, Yelena Mejova, Mirco Musolesi, Emiliano De Cristofaro, Gianluca Stringhini

* In the Web Science Track of 26th International World Wide Web Conference (WWW 2017) 

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