| A hybrid approach to privacy-preserving federated learning S Truex, N Baracaldo, A Anwar, T Steinke, H Ludwig, R Zhang, Y Zhou Proceedings of the 12th ACM Workshop on Artificial Intelligence and Security …, 2019 | 96 | 2019 |
| Towards demystifying membership inference attacks S Truex, L Liu, ME Gursoy, L Yu, W Wei arXiv preprint arXiv:1807.09173, 2018 | 66* | 2018 |
| Efficient and private scoring of decision trees, support vector machines and logistic regression models based on pre-computation M De Cock, R Dowsley, C Horst, R Katti, ACA Nascimento, WS Poon, ... IEEE Transactions on Dependable and Secure Computing 16 (2), 217-230, 2017 | 58 | 2017 |
| Fast, privacy preserving linear regression over distributed datasets based on pre-distributed data M Cock, R Dowsley, ACA Nascimento, SC Newman Proceedings of the 8th ACM Workshop on Artificial Intelligence and Security …, 2015 | 55 | 2015 |
| Differentially private model publishing for deep learning L Yu, L Liu, C Pu, ME Gursoy, S Truex 2019 IEEE Symposium on Security and Privacy (SP), 332-349, 2019 | 54 | 2019 |
| Dynamic hierarchical classification for patient risk-of-readmission S Basu Roy, A Teredesai, K Zolfaghar, R Liu, D Hazel, S Newman, ... Proceedings of the 21th ACM SIGKDD international conference on knowledge …, 2015 | 38 | 2015 |
| Population cost prediction on public healthcare datasets S Sushmita, S Newman, J Marquardt, P Ram, V Prasad, MD Cock, ... Proceedings of the 5th International Conference on Digital Health 2015, 87-94, 2015 | 35 | 2015 |
| Predicting 30-day risk and cost of" All-Cause" hospital readmissions S Sushmita, G Khulbe, A Hasan, S Newman, P Ravindra, SB Roy, ... 30th AAAI Conference on Artificial Intelligence, AAAI 2016, 453-461, 2016 | 25 | 2016 |
| Secure and utility-aware data collection with condensed local differential privacy ME Gursoy, A Tamersoy, S Truex, W Wei, L Liu IEEE Transactions on Dependable and Secure Computing, 2019 | 19 | 2019 |
| Differentially private and utility preserving publication of trajectory data ME Gursoy, L Liu, S Truex, L Yu IEEE Transactions on Mobile Computing 18 (10), 2315-2329, 2018 | 19 | 2018 |
| Utility-aware synthesis of differentially private and attack-resilient location traces ME Gursoy, L Liu, S Truex, L Yu, W Wei Proceedings of the 2018 ACM SIGSAC Conference on Computer and Communications …, 2018 | 14 | 2018 |
| LDP-Fed: federated learning with local differential privacy S Truex, L Liu, KH Chow, ME Gursoy, W Wei Proceedings of the Third ACM International Workshop on Edge Systems …, 2020 | 13 | 2020 |
| Adversarial examples in deep learning: Characterization and divergence W Wei, L Liu, M Loper, S Truex, L Yu, ME Gursoy, Y Wu arXiv preprint arXiv:1807.00051, 2018 | 13 | 2018 |
| Deep neural network ensembles against deception: Ensemble diversity, accuracy and robustness L Liu, W Wei, KH Chow, M Loper, E Gursoy, S Truex, Y Wu 2019 IEEE 16th International Conference on Mobile Ad Hoc and Sensor Systems …, 2019 | 12 | 2019 |
| A Framework for Evaluating Gradient Leakage Attacks in Federated Learning W Wei, L Liu, M Loper, KH Chow, ME Gursoy, S Truex, Y Wu arXiv preprint arXiv:2004.10397, 2020 | 10 | 2020 |
| TiFL: A Tier-based Federated Learning System Z Chai, A Ali, S Zawad, S Truex, A Anwar, N Baracaldo, Y Zhou, H Ludwig, ... arXiv preprint arXiv:2001.09249, 2020 | 10 | 2020 |
| Healthscope: An interactive distributed data mining framework for scalable prediction of healthcare costs A Marquardt, S Newman, D Hattarki, R Srinivasan, S Sushmita, P Ram, ... 2014 IEEE International Conference on Data Mining Workshop, 1227-1230, 2014 | 7 | 2014 |
| Data poisoning attacks against federated learning systems V Tolpegin, S Truex, ME Gursoy, L Liu European Symposium on Research in Computer Security, 480-501, 2020 | 5 | 2020 |
| Privacy-preserving inductive learning with decision trees S Truex, L Liu, ME Gursoy, L Yu 2017 IEEE International Congress on Big Data (BigData Congress), 57-64, 2017 | 5 | 2017 |
| Cross-layer strategic ensemble defense against adversarial examples W Wei, L Liu, M Loper, KH Chow, E Gursoy, S Truex, Y Wu 2020 International Conference on Computing, Networking and Communications …, 2020 | 4 | 2020 |
Ling LiuGeorgia Institute of TechnologyVerified email at cc.gatech.edu
