Secure and Robust Machine Learning for Healthcare: A Survey

21 January 2020

Papers citing "Secure and Robust Machine Learning for Healthcare: A Survey"

28 / 28 papers shown

Title
AI-Driven Secure Data Sharing: A Trustworthy and Privacy-Preserving Approach Al Amin Kamrul Hasan Sharif Ullah Liang Hong 31 0 0 28 Jan 2025
Marvel: Accelerating Safe Online Reinforcement Learning with Finetuned Offline Policy Keru Chen Honghao Wei Zhigang Deng Sen Lin OffRL OnRL 91 0 0 31 Dec 2024
Efficacy of Synthetic Data as a Benchmark Gaurav Maheshwari Dmitry Ivanov Kevin El Haddad SyDa 18 6 0 18 Sep 2024
Securing Distributed Network Digital Twin Systems Against Model Poisoning Attacks Zifan Zhang Minghong Fang Mingzhe Chen Gaolei Li Xi Lin Yuchen Liu AAML 37 3 0 02 Jul 2024
Towards Scalable Exact Machine Unlearning Using Parameter-Efficient Fine-Tuning Somnath Basu Roy Chowdhury Krzysztof Choromanski Arijit Sehanobish Avinava Dubey Snigdha Chaturvedi MU 53 7 0 24 Jun 2024
Robust Survival Analysis with Adversarial Regularization Michael Potter Stefano Maxenti Michael Everett AAML 24 0 0 26 Dec 2023
Machine Learning For An Explainable Cost Prediction of Medical Insurance U. Orji Elochukwu A. Ukwandu 19 31 0 23 Nov 2023
Ensemble-based Hybrid Optimization of Bayesian Neural Networks and Traditional Machine Learning Algorithms Peiwen Tan BDL 15 1 0 09 Oct 2023
Privacy Preservation in Artificial Intelligence and Extended Reality (AI-XR) Metaverses: A Survey Mahdi Alkaeed Adnan Qayyum Junaid Qadir 24 16 0 19 Sep 2023
Understanding the robustness difference between stochastic gradient descent and adaptive gradient methods A. Ma Yangchen Pan Amir-massoud Farahmand AAML 25 5 0 13 Aug 2023
Robust Surgical Tools Detection in Endoscopic Videos with Noisy Data Adnan Qayyum Hassan Ali Massimo Caputo H. Vohra Taofeek Akinosho Sofiat Abioye Ilhem Berrou Paweł Capik Junaid Qadir Muhammad Bilal 27 0 0 03 Jul 2023
Can We Revitalize Interventional Healthcare with AI-XR Surgical Metaverses? Adnan Qayyum Muhammad Bilal Muhammad Hadi Paweł Capik Massimo Caputo H. Vohra Ala I. Al-Fuqaha Junaid Qadir 32 6 0 25 Mar 2023
Federated Learning for Healthcare Domain - Pipeline, Applications and Challenges Madhura Joshi Ankit Pal Malaikannan Sankarasubbu OOD AI4CE FedML 23 92 0 15 Nov 2022
Secure and Trustworthy Artificial Intelligence-Extended Reality (AI-XR) for Metaverses Adnan Qayyum M. A. Butt Hassan Ali Muhammad Usman O. Halabi Ala I. Al-Fuqaha Q. Abbasi Muhammad Ali Imran Junaid Qadir 28 32 0 24 Oct 2022
Towards Out-of-Distribution Adversarial Robustness Adam Ibrahim Charles Guille-Escuret Ioannis Mitliagkas Irina Rish David M. Krueger P. Bashivan OOD 29 6 0 06 Oct 2022
Robustness of an Artificial Intelligence Solution for Diagnosis of Normal Chest X-Rays T. Dyer Jordan Smith G. Dissez N. Tay Q. Malik T. N. Morgan P. Williams Liliana Garcia-Mondragon George Pearse S. Rasalingham OOD 19 2 0 31 Aug 2022
Optimizing Secure Decision Tree Inference Outsourcing Yifeng Zheng Cong Wang Ruochen Wang Huayi Duan Surya Nepal 11 6 0 31 Oct 2021
Distributionally Robust Multi-Output Regression Ranking Shahabeddin Sotudian Ruidi Chen I. Paschalidis OOD 23 2 0 27 Sep 2021
Out-of-Distribution Detection in Dermatology using Input Perturbation and Subset Scanning Hannah Kim G. Tadesse C. Cintas Skyler Speakman Kush R. Varshney OOD 10 18 0 24 May 2021
Adversarial Attacks and Defenses in Physiological Computing: A Systematic Review Dongrui Wu Jiaxin Xu Weili Fang Yi Zhang Liuqing Yang Xiaodong Xu Hanbin Luo Xiang Yu AAML 19 25 0 04 Feb 2021
Developing Future Human-Centered Smart Cities: Critical Analysis of Smart City Security, Interpretability, and Ethical Challenges Kashif Ahmad Majdi Maabreh M. Ghaly Khalil Khan Junaid Qadir Ala I. Al-Fuqaha 21 142 0 14 Dec 2020
Synthetic Observational Health Data with GANs: from slow adoption to a boom in medical research and ultimately digital twins? Jeremy Georges-Filteau Elisa Cirillo SyDa AI4CE 28 17 0 27 May 2020
SafeML: Safety Monitoring of Machine Learning Classifiers through Statistical Difference Measure Koorosh Aslansefat Ioannis Sorokos D. Whiting Ramin Tavakoli Kolagari Y. Papadopoulos 25 34 0 27 May 2020
A Survey on Security and Privacy Issues in Modern Healthcare Systems: Attacks and Defenses Akm Iqtidar Newaz A. Sikder Mohammad Ashiqur Rahman A. S. Uluagac 46 173 0 15 May 2020
DeepSafe: A Data-driven Approach for Checking Adversarial Robustness in Neural Networks D. Gopinath Guy Katz C. Păsăreanu Clark W. Barrett AAML 42 87 0 02 Oct 2017
Adversarial Examples, Uncertainty, and Transfer Testing Robustness in Gaussian Process Hybrid Deep Networks John Bradshaw A. G. Matthews Zoubin Ghahramani BDL AAML 60 171 0 08 Jul 2017
Reluplex: An Efficient SMT Solver for Verifying Deep Neural Networks Guy Katz Clark W. Barrett D. Dill Kyle D. Julian Mykel Kochenderfer AAML 226 1,835 0 03 Feb 2017
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 281 5,833 0 08 Jul 2016