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Open Set Recognition using Vision Transformer with an Additional Detection Head


Mar 16, 2022
Feiyang Cai, Zhenkai Zhang, Jie Liu, Xenofon Koutsoukos

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* under review 

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


Oct 07, 2021
Dimitrios Boursinos, Xenofon Koutsoukos

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* 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

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* 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

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* 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

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* 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

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* 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

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* 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

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* 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

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* 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

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* submitted to TMCE 2020 

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