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Reliable Probability Intervals For Classification Using Inductive Venn Predictors Based on Distance Learning


Oct 07, 2021
Dimitrios Boursinos, Xenofon Koutsoukos

* IEEE International Conference on Omni-Layer Intelligent Systems (COINS), 2021, pp. 1-7 
* Published in IEEE International Conference on Omni-Layer Intelligent Systems (COINS), 2021 

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Improving Prediction Confidence in Learning-Enabled Autonomous Systems


Oct 07, 2021
Dimitrios Boursinos, Xenofon Koutsoukos

* Dynamic Data Driven Applications Systems. DDDAS 2020. Lecture Notes in Computer Science, vol 12312. Springer 
* Published in Dynamic Data Driven Applications Systems. DDDAS 2020 

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Assurance Monitoring of Learning Enabled Cyber-Physical Systems Using Inductive Conformal Prediction based on Distance Learning


Oct 07, 2021
Dimitrios Boursinos, Xenofon Koutsoukos

* Artificial Intelligence for Engineering Design, Analysis and Manufacturing, 35(2), 2021, 251-264 
* Published in Artificial Intelligence for Engineering Design, Analysis and Manufacturing. arXiv admin note: text overlap with arXiv:2001.05014 

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Detection of Dataset Shifts in Learning-Enabled Cyber-Physical Systems using Variational Autoencoder for Regression


Apr 14, 2021
Feiyang Cai, Ali I. Ozdagli, Xenofon Koutsoukos

* Accepted by the 4th IEEE International Conference on Industrial Cyber-Physical Systems (ICPS2021) 

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Byzantine Resilient Distributed Multi-Task Learning


Oct 25, 2020
Jiani Li, Waseem Abbas, Xenofon Koutsoukos

* Thirty-fourth Conference on Neural Information Processing Systems (NeurIPS 2020) 

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Detecting Adversarial Examples in Learning-Enabled Cyber-Physical Systems using Variational Autoencoder for Regression


Mar 21, 2020
Feiyang Cai, Jiani Li, Xenofon Koutsoukos

* Accepted by Workshop on Assured Autonomous Systems (WAAS2020). arXiv admin note: text overlap with arXiv:2001.10494 

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Trusted Confidence Bounds for Learning Enabled Cyber-Physical Systems


Mar 11, 2020
Dimitrios Boursinos, Xenofon Koutsoukos

* Accepted at the Workshop on Assured Autonomous Systems (WAAS) 2020 

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Real-time Out-of-distribution Detection in Learning-Enabled Cyber-Physical Systems


Jan 28, 2020
Feiyang Cai, Xenofon Koutsoukos

* Accepted by 11th International Conference on Cyber-Physical Systems (ICCPS2020) 

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Assurance Monitoring of Cyber-Physical Systems with Machine Learning Components


Jan 14, 2020
Dimitrios Boursinos, Xenofon Koutsoukos

* submitted to TMCE 2020 

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Adversarial Regression for Detecting Attacks in Cyber-Physical Systems


Apr 30, 2018
Amin Ghafouri, Yevgeniy Vorobeychik, Xenofon Koutsoukos


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Optimal Detection of Faulty Traffic Sensors Used in Route Planning


Mar 16, 2017
Amin Ghafouri, Aron Laszka, Abhishek Dubey, Xenofon Koutsoukos

* Proceedings of The 2nd Workshop on Science of Smart City Operations and Platforms Engineering (SCOPE 2017), Pittsburgh, PA USA, April 2017, 6 pages 

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