| Wybrane publikacje |
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| 1 | Artykuł 2026
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| 2 | Artykuł 2026
Szymon T Datko Kamil A Szyc Tomasz Walkowiak Henryk Maciejewski| Guidelines for the selection, calibration, and evaluation of post-hoc OOD detectors in high-dimensional representations generated by CNN and ViT models in image recognition. Expert Systems with Applications. 2026, vol. 321, art. 132191, s. 1-18. ISSN: 0957-4174; 1873-6793 | | Zasoby:DOIURLSFX |     |
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| 3 | Referat konferencyjny 2025
Marek Bazan Przemysław Lewicki, Michał Piórek Ewa Skubalska-Rafajłowicz Kamil A Szyc Henryk Maciejewski| Machine learning-based surrogate models for noise level prediction on urban scale maps. W: Advances in Dependable Systems and Networks : Proceedings of the Twentieth International Conference on Dependability of Computer Systems DepCoS-RELCOMEX, June 30 – July 3, 2025, Brunów, Poland / eds. Wojciech Zamojski [i in.]. Cham : Springer Nature Switzerland AG, cop. 2025. s. 11-20. ISBN: 978-3-031-92733-1; 978-3-031-92734-8 | | Zasoby:DOIURLSFX | |
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| 4 | Referat konferencyjny 2024
Kamil A Szyc Tomasz Walkowiak Henryk Maciejewski| Beyond overall accuracy: exploring per-class performance reveals robustness and safety gaps in deep models. W: 24th IEEE International Conference on Data Mining Workshops, ICDMW 2024, 9 December 2024, Abu Dhabi, United Arab Emirates : proceedings / eds. Yi He [i in.]. Piscataway, NJ : Institute of Electrical and Electronics Engineers, cop. 2024. s. 833-841. ISBN: 979-8-3315-3063-1; 979-8-3315-3064-8 | | Zasoby:DOIURL | |
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| 5 | Artykuł 2024
Tomasz M Szandała Henryk Maciejewski| Discriminating feature ratio: introducing metric for uncovering vulnerabilities in deep convolutional neural networks. Knowledge-Based Systems. 2024, vol. 302, art. 112306, s. 1-11. ISSN: 0950-7051; 1872-7409 | | Zasoby:DOISFX | |
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| 6 | Referat konferencyjny 2023
Mateusz Gniewkowski Henryk Maciejewski Tomasz Surmacz Wiktor Walentynowicz| Sec2vec: anomaly detection in HTTP traffic and malicious URLs. W: The 38th Annual ACM Symposium on Applied Computing, March 27 – March 31, 2023. New York, NY : Association for Computing Machinery, 2023. s. 1154-1162. ISBN: 978-1-4503-9517-5 | | Zasoby:URL | |
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| 7 | Referat konferencyjny 2023
Kamil A Szyc Tomasz Walkowiak Henryk Maciejewski| Why out-of-distribution detection experiments are not reliable - subtle experimental details muddle the OOD detector rankings. W: Proceedings of the Thirty-Ninth Conference on Uncertainty in Artificial Intelligence, PMLR , 31-4 August 2023, Pittsburgh, PA, USA /eds. Robin J. Evans, Ilya Shpitser. [Cambridge, MA : PMLR, 2023]. s. 2078-2088. | | Zasoby:URLSFX | |
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| 8 | Referat konferencyjny 2023
Tomasz Walkowiak Kamil A Szyc Henryk Maciejewski| Combining outlierness scores and feature extraction techniques for improvement of OoD and adversarial attacks detection in DNNs. W: Computational Science - ICCS 2023 : 23rd International Conference Prague, Czech Republic, July 3-5, 2023 : proceedings. Pt. 1 / eds. Jiří Mikyška [i in.]. Cham : Springer, cop. 2023. s. 578-592. ISBN: 978-3-031-35994-1; 978-3-031-35995-8 | | Zasoby:DOISFX | |
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| 9 | Referat konferencyjny 2022
Agnieszka A Pilch Henryk Maciejewski| Labeling quality problem for large-scale image recognition. W: New Advances in Dependability of Networks and Systems : proceedings of the Seventeenth International Conference on Dependability of Computer Systems DepCoS-RELCOMEX, June 27 – July 1, 2022, Wrocław, Poland / eds. Wojciech Zamojski [i in.]. Cham : Springer, cop. 2022. s. 206-216. ISBN: 978-3-031-06745-7; 978-3-031-06746-4 | | Zasoby:DOIURLSFX | |
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| 10 | Referat konferencyjny 2022
Szymon T Datko Henryk Maciejewski Tomasz Walkowiak| Measures of outlierness in high-dimensional data under correlation of features – with application for open-set classification. W: New Advances in Dependability of Networks and Systems : proceedings of the Seventeenth International Conference on Dependability of Computer Systems DepCoS-RELCOMEX, June 27 – July 1, 2022, Wrocław, Poland / eds. Wojciech Zamojski [i in.]. Cham : Springer, cop. 2022. s. 22-31. ISBN: 978-3-031-06745-7; 978-3-031-06746-4 | | Zasoby:DOISFX | |
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| 11 | Referat konferencyjny 2022
Mateusz Gniewkowski Henryk Maciejewski Tomasz Surmacz| Anomaly detection techniques for different DDoS attack types. W: New Advances in Dependability of Networks and Systems : proceedings of the Seventeenth International Conference on Dependability of Computer Systems DepCoS-RELCOMEX, June 27 – July 1, 2022, Wrocław, Poland / eds. Wojciech Zamojski [i in.]. Cham : Springer, cop. 2022. s. 63-78. ISBN: 978-3-031-06745-7; 978-3-031-06746-4 | | Zasoby:DOIURLSFX | |
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