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<r><article key="journals/ase/PeltomakiP25" mdate="2025-09-06">
<author orcid="0000-0003-3164-1559" pid="120/7389">Jarkko Peltom&#228;ki</author>
<author pid="52/5612">Ivan Porres</author>
<title>Requirement falsification for cyber-physical systems using generative models.</title>
<pages>33</pages>
<year>2025</year>
<month>November</month>
<volume>32</volume>
<journal>Autom. Softw. Eng.</journal>
<number>2</number>
<ee>https://doi.org/10.1007/s10515-025-00503-x</ee>
<url>db/journals/ase/ase32.html#PeltomakiP25</url>
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<r><inproceedings key="conf/icst/WinstenP25" mdate="2025-11-15">
<author orcid="0009-0009-4644-0072" pid="353/2537">Jesper Winsten</author>
<author pid="52/5612">Ivan Porres</author>
<title>Unified Search for Multi-requirement Falsification for Cyber-Physical Systems.</title>
<pages>235-243</pages>
<year>2025</year>
<booktitle>ICSTW</booktitle>
<ee>https://doi.org/10.1109/ICSTW64639.2025.10962525</ee>
<crossref>conf/icst/2025w</crossref>
<url>db/conf/icst/icst2025w.html#WinstenP25</url>
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<r><inproceedings key="conf/ifip11-8/TorbunovaP25" mdate="2026-04-12">
<author pid="367/9281">Alina Torbunova</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>Integrating Security Concepts Into Introductory Programming Courses.</title>
<pages>217-233</pages>
<year>2025</year>
<booktitle>World Conference on Information Security Education</booktitle>
<ee>https://doi.org/10.1007/978-3-031-94924-1_15</ee>
<crossref>conf/ifip11-8/2025</crossref>
<url>db/conf/ifip11-8/ifip11-8-2025.html#TorbunovaP25</url>
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<r><inproceedings key="conf/kolicalling/TorbunovaP25" mdate="2025-12-26">
<author orcid="0009-0004-2404-1429" pid="367/9281">Alina Torbunova</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>A Survey of Security Concepts in Introductory Programming Courses in Finland.</title>
<pages>4:1-4:11</pages>
<year>2025</year>
<booktitle>Koli Calling</booktitle>
<ee>https://doi.org/10.1145/3769994.3770028</ee>
<crossref>conf/kolicalling/2025</crossref>
<url>db/conf/kolicalling/kolicalling2025.html#TorbunovaP25</url>
</inproceedings>
</r>
<r><inproceedings key="conf/pts/KayaP25" mdate="2025-12-07">
<author orcid="0009-0008-6307-5516" pid="416/0573">Ali Kaya</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>Distributed Critical Test Generation for Cyber-Physical Systems.</title>
<pages>107-124</pages>
<year>2025</year>
<booktitle>ICTSS</booktitle>
<ee>https://doi.org/10.1007/978-3-032-05188-2_8</ee>
<crossref>conf/pts/2025</crossref>
<url>db/conf/pts/ictss2025.html#KayaP25</url>
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<r><inproceedings key="conf/ast/TorbunovaSP24" mdate="2025-10-24">
<author orcid="0009-0004-2404-1429" pid="367/9281">Alina Torbunova</author>
<author orcid="0000-0003-1688-6937" pid="191/3111">Per Erik Strandberg</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>Dynamic Test Case Prioritization in Industrial Test Result Datasets.</title>
<pages>154-158</pages>
<year>2024</year>
<booktitle>AST</booktitle>
<ee>https://doi.org/10.1145/3644032.3644452</ee>
<ee>https://ieeexplore.ieee.org/document/10556478</ee>
<crossref>conf/ast/2024</crossref>
<url>db/conf/ast/ast2024.html#TorbunovaSP24</url>
</inproceedings>
</r>
<r><inproceedings key="conf/euromicro/TorbunovaAP24" mdate="2025-01-03">
<author pid="367/9281">Alina Torbunova</author>
<author pid="15/4490">Adnan Ashraf</author>
<author pid="52/5612">Ivan Porres</author>
<title>A Systematic Mapping Study on Teaching of Security Concepts in Programming Courses.</title>
<pages>288-295</pages>
<year>2024</year>
<booktitle>SEAA</booktitle>
<ee>https://doi.org/10.1109/SEAA64295.2024.00052</ee>
<crossref>conf/euromicro/2024</crossref>
<url>db/conf/euromicro/euromicro2024.html#TorbunovaAP24</url>
</inproceedings>
</r>
<r><inproceedings key="conf/icst/SudheerbabuATVP24" mdate="2025-03-03">
<author pid="326/8194">Gaadha Sudheerbabu</author>
<author pid="130/4153">Tanwir Ahmad</author>
<author orcid="0000-0002-4367-6225" pid="85/3979">Dragos Truscan</author>
<author pid="49/5164">J&#252;ri Vain</author>
<author pid="52/5612">Ivan Porres</author>
<title>Iterative Optimization of Hyperparameter-based Metamorphic Transformations.</title>
<pages>13-20</pages>
<year>2024</year>
<booktitle>ICSTW</booktitle>
<ee>https://doi.org/10.1109/ICSTW60967.2024.00016</ee>
<crossref>conf/icst/2024w</crossref>
<url>db/conf/icst/icst2024w.html#SudheerbabuATVP24</url>
<stream>streams/conf/icst</stream>
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<r><inproceedings key="conf/icst/PeltomakiWMP24" mdate="2025-11-15">
<author orcid="0000-0003-3164-1559" pid="120/7389">Jarkko Peltom&#228;ki</author>
<author orcid="0009-0009-4644-0072" pid="353/2537">Jesper Winsten</author>
<author pid="386/5483">Maxime Methais</author>
<author pid="52/5612">Ivan Porres</author>
<title>Testing cyber-physical systems with explicit output coverage.</title>
<pages>128-136</pages>
<year>2024</year>
<booktitle>ICSTW</booktitle>
<ee>https://doi.org/10.1109/ICSTW60967.2024.00036</ee>
<crossref>conf/icst/2024w</crossref>
<url>db/conf/icst/icst2024w.html#PeltomakiWMP24</url>
<stream>streams/conf/icst</stream>
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<r><inproceedings key="conf/sbst/WinstenSPP24" mdate="2024-10-22">
<author orcid="0009-0009-4644-0072" pid="353/2537">Jesper Winsten</author>
<author orcid="0009-0000-7807-5609" pid="272/6301">Valentin Soloviev</author>
<author orcid="0000-0003-3164-1559" pid="120/7389">Jarkko Peltom&#228;ki</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>Adaptive Test Generation for Unmanned Aerial Vehicles using WOGAN-UAV.</title>
<pages>43-44</pages>
<year>2024</year>
<booktitle>SBFT@ICSE</booktitle>
<ee>https://doi.org/10.1145/3643659.3648603</ee>
<crossref>conf/sbst/2024</crossref>
<url>db/conf/sbst/sbft2024.html#WinstenSPP24</url>
</inproceedings>
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<r><article publtype="informal" key="journals/corr/abs-2402-02925" mdate="2024-02-12">
<author pid="367/9281">Alina Torbunova</author>
<author pid="191/3111">Per Erik Strandberg</author>
<author pid="52/5612">Ivan Porres</author>
<title>Dynamic Test Case Prioritization in Industrial Test Result Datasets.</title>
<year>2024</year>
<volume>abs/2402.02925</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2402.02925</ee>
<url>db/journals/corr/corr2402.html#abs-2402-02925</url>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2407-07511" mdate="2025-03-03">
<author pid="367/9281">Alina Torbunova</author>
<author pid="15/4490">Adnan Ashraf</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>A Systematic Mapping Study on Teaching of Security Concepts in Programming Courses.</title>
<year>2024</year>
<volume>abs/2407.07511</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2407.07511</ee>
<url>db/journals/corr/corr2407.html#abs-2407-07511</url>
<stream>streams/journals/corr</stream>
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<r><article publtype="informal" key="journals/corr/abs-2410-03202" mdate="2024-11-11">
<author pid="120/7389">Jarkko Peltom&#228;ki</author>
<author pid="52/5612">Ivan Porres</author>
<title>Learning test generators for cyber-physical systems.</title>
<year>2024</year>
<volume>abs/2410.03202</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2410.03202</ee>
<url>db/journals/corr/corr2410.html#abs-2410-03202</url>
<stream>streams/journals/corr</stream>
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</r>
<r><inproceedings key="conf/arch/MenghiABEFFGK0P23" mdate="2026-05-27">
<author orcid="0000-0001-5303-8481" pid="121/2789">Claudio Menghi</author>
<author orcid="0000-0002-6253-4062" pid="86/7855">Paolo Arcaini</author>
<author pid="346/7071">Walstan Baptista</author>
<author pid="19/1202">Gidon Ernst</author>
<author pid="34/4314">Georgios Fainekos</author>
<author pid="310/4638">Federico Formica</author>
<author orcid="0000-0002-2356-8841" pid="368/9955">Sauvik Gon</author>
<author pid="270/8880">Tanmay Khandait</author>
<author orcid="0000-0001-9416-6957" pid="315/0836-2">Atanu Kundu 0002</author>
<author orcid="0000-0001-6726-9790" pid="119/0826">Giulia Pedrielli</author>
<author orcid="0000-0003-3164-1559" pid="120/7389">Jarkko Peltom&#228;ki</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<author pid="33/9703">Rajarshi Ray 0001</author>
<author pid="182/1837">Masaki Waga</author>
<author pid="98/4896-1">Zhenya Zhang 0001</author>
<title>ARCH-COMP23 Category Report: Falsification.</title>
<pages>151-169</pages>
<year>2023</year>
<booktitle>ARCH</booktitle>
<ee type="oa">https://doi.org/10.29007/6nqs</ee>
<crossref>conf/arch/2023</crossref>
<url>db/conf/arch/arch2023.html#MenghiABEFFGK0P23</url>
</inproceedings>
</r>
<r><inproceedings key="conf/icse/WinstenP23" mdate="2025-03-03">
<author orcid="0009-0009-4644-0072" pid="353/2537">Jesper Winsten</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>WOGAN at the SBFT 2023 Tool Competition - Cyber-Physical Systems Track.</title>
<pages>43-44</pages>
<year>2023</year>
<booktitle>SBFT</booktitle>
<ee>https://doi.org/10.1109/SBFT59156.2023.00009</ee>
<crossref>conf/icse/2023sbft</crossref>
<url>db/conf/icse/sbft2023.html#WinstenP23</url>
</inproceedings>
</r>
<r><article publtype="informal" key="journals/corr/abs-2310-20493" mdate="2025-03-03">
<author orcid="0000-0003-3164-1559" pid="120/7389">Jarkko Peltom&#228;ki</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>Requirement falsification for cyber-physical systems using generative models.</title>
<year>2023</year>
<volume>abs/2310.20493</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2310.20493</ee>
<url>db/journals/corr/corr2310.html#abs-2310-20493</url>
</article>
</r>
<r><inproceedings key="conf/etfa/SudheerbabuASTV22" mdate="2025-03-03">
<author pid="326/8194">Gaadha Sudheerbabu</author>
<author orcid="0000-0003-3416-2422" pid="130/4153">Tanwir Ahmad</author>
<author pid="322/0669">Filip Sebek</author>
<author orcid="0000-0002-4367-6225" pid="85/3979">Dragos Truscan</author>
<author pid="49/5164">J&#252;ri Vain</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>A Two-phase Metamorphic Approach for Testing Industrial Control Systems.</title>
<pages>1-4</pages>
<year>2022</year>
<booktitle>ETFA</booktitle>
<ee>https://doi.org/10.1109/ETFA52439.2022.9921439</ee>
<crossref>conf/etfa/2022</crossref>
<url>db/conf/etfa/etfa2022.html#SudheerbabuASTV22</url>
</inproceedings>
</r>
<r><inproceedings key="conf/icst/PeltomakiP22" mdate="2025-03-03">
<author orcid="0000-0003-3164-1559" pid="120/7389">Jarkko Peltom&#228;ki</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>Falsification of Multiple Requirements for Cyber-Physical Systems Using Online Generative Adversarial Networks and Multi-Armed Bandits.</title>
<pages>21-28</pages>
<year>2022</year>
<booktitle>ICST Workshops</booktitle>
<ee>https://doi.org/10.1109/ICSTW55395.2022.00018</ee>
<crossref>conf/icst/2022w</crossref>
<url>db/conf/icst/icst2022w.html#PeltomakiP22</url>
</inproceedings>
</r>
<r><inproceedings key="conf/icst/AhmadTVP22" mdate="2025-03-03">
<author orcid="0000-0003-3416-2422" pid="130/4153">Tanwir Ahmad</author>
<author orcid="0000-0002-4367-6225" pid="85/3979">Dragos Truscan</author>
<author pid="49/5164">J&#252;ri Vain</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>Early Detection of Network Attacks Using Deep Learning.</title>
<pages>30-39</pages>
<year>2022</year>
<booktitle>ICST Workshops</booktitle>
<ee>https://doi.org/10.1109/ICSTW55395.2022.00020</ee>
<crossref>conf/icst/2022w</crossref>
<url>db/conf/icst/icst2022w.html#AhmadTVP22</url>
</inproceedings>
</r>
<r><inproceedings key="conf/sbst/PeltomakiSP22" mdate="2025-03-03">
<author orcid="0000-0003-3164-1559" pid="120/7389">Jarkko Peltom&#228;ki</author>
<author pid="231/2679">Frankie Spencer</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>Wasserstein Generative Adversarial Networks for Online Test Generation for Cyber Physical Systems.</title>
<pages>1-5</pages>
<year>2022</year>
<booktitle>SBST@ICSE</booktitle>
<ee>https://doi.org/10.1145/3526072.3527522</ee>
<crossref>conf/sbst/2022</crossref>
<url>db/conf/sbst/sbst2022.html#PeltomakiSP22</url>
</inproceedings>
</r>
<r><inproceedings key="conf/sbst/PeltomakiSP22a" mdate="2025-03-03">
<author orcid="0000-0003-3164-1559" pid="120/7389">Jarkko Peltom&#228;ki</author>
<author pid="231/2679">Frankie Spencer</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>WOGAN at the SBST 2022 CPS Tool Competition.</title>
<pages>53-54</pages>
<year>2022</year>
<booktitle>SBST@ICSE</booktitle>
<ee>https://doi.org/10.1145/3526072.3527535</ee>
<crossref>conf/sbst/2022</crossref>
<url>db/conf/sbst/sbst2022.html#PeltomakiSP22a</url>
</inproceedings>
</r>
<r><article publtype="informal" key="journals/corr/abs-2201-11628" mdate="2022-02-01">
<author pid="130/4153">Tanwir Ahmad</author>
<author pid="85/3979">Dragos Truscan</author>
<author pid="49/5164">Juri Vain</author>
<author pid="52/5612">Ivan Porres</author>
<title>Early Detection of Network Attacks Using Deep Learning.</title>
<year>2022</year>
<volume>abs/2201.11628</volume>
<journal>CoRR</journal>
<ee type="oa">https://arxiv.org/abs/2201.11628</ee>
<url>db/journals/corr/corr2201.html#abs-2201-11628</url>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2205-11057" mdate="2022-05-30">
<author pid="120/7389">Jarkko Peltom&#228;ki</author>
<author pid="52/5612">Ivan Porres</author>
<title>Falsification of Multiple Requirements for Cyber-Physical Systems Using Online Generative Adversarial Networks and Multi-Armed Bandits.</title>
<year>2022</year>
<volume>abs/2205.11057</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2205.11057</ee>
<url>db/journals/corr/corr2205.html#abs-2205-11057</url>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2205-11060" mdate="2022-05-30">
<author pid="120/7389">Jarkko Peltom&#228;ki</author>
<author pid="231/2679">Frankie Spencer</author>
<author pid="52/5612">Ivan Porres</author>
<title>Wasserstein Generative Adversarial Networks for Online Test Generation for Cyber Physical Systems.</title>
<year>2022</year>
<volume>abs/2205.11060</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2205.11060</ee>
<url>db/journals/corr/corr2205.html#abs-2205-11060</url>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2205-11064" mdate="2025-03-03">
<author pid="120/7389">Jarkko Peltom&#228;ki</author>
<author pid="231/2679">Frankie Spencer</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>WOGAN at the SBST 2022 CPS Tool Competition.</title>
<year>2022</year>
<volume>abs/2205.11064</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2205.11064</ee>
<url>db/journals/corr/corr2205.html#abs-2205-11064</url>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2205-11177" mdate="2025-03-03">
<author orcid="0000-0001-5633-7065" pid="120/7492">Ali Hanzala Khan</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>Consistency of UML class, object and statechart diagrams using ontology reasoners.</title>
<year>2022</year>
<volume>abs/2205.11177</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2205.11177</ee>
<url>db/journals/corr/corr2205.html#abs-2205-11177</url>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2208-09261" mdate="2025-03-03">
<author pid="326/8194">Gaadha Sudheerbabu</author>
<author pid="130/4153">Tanwir Ahmad</author>
<author pid="322/0669">Filip Sebek</author>
<author orcid="0000-0002-4367-6225" pid="85/3979">Dragos Truscan</author>
<author pid="49/5164">J&#252;ri Vain</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>A Two-phase Metamorphic Approach for Testing Industrial Control Systems.</title>
<year>2022</year>
<volume>abs/2208.09261</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2208.09261</ee>
<url>db/journals/corr/corr2208.html#abs-2208-09261</url>
</article>
</r>
<r><inproceedings key="conf/icst/PorresRL21" mdate="2025-03-03">
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<author pid="75/7652">Hergys Rexha</author>
<author orcid="0000-0002-5286-5343" pid="96/288">S&#233;bastien Lafond</author>
<title>Online GANs for Automatic Performance Testing.</title>
<pages>95-100</pages>
<year>2021</year>
<booktitle>ICST Workshops</booktitle>
<ee>https://doi.org/10.1109/ICSTW52544.2021.00027</ee>
<crossref>conf/icst/2021w</crossref>
<url>db/conf/icst/icst2021w.html#PorresRL21</url>
</inproceedings>
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<r><article publtype="informal" key="journals/corr/abs-2101-06091" mdate="2021-01-22">
<author pid="52/5612">Ivan Porres</author>
<author pid="22/10266">Sepinoud Azimi</author>
<author pid="96/288">S&#233;bastien Lafond</author>
<author pid="l/JLilius">Johan Lilius</author>
<author pid="283/5687">Johanna Salokannel</author>
<author pid="283/5734">Mirva Salokorpi</author>
<title>On the Verification and Validation of AI Navigation Algorithms.</title>
<year>2021</year>
<volume>abs/2101.06091</volume>
<journal>CoRR</journal>
<ee type="oa">https://arxiv.org/abs/2101.06091</ee>
<url>db/journals/corr/corr2101.html#abs-2101-06091</url>
</article>
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<r><article publtype="informal" key="journals/corr/abs-2104-11069" mdate="2021-04-27">
<author pid="52/5612">Ivan Porres</author>
<author pid="75/7652">Hergys Rexha</author>
<author pid="96/288">S&#233;bastien Lafond</author>
<title>Online GANs for Automatic Performance Testing.</title>
<year>2021</year>
<volume>abs/2104.11069</volume>
<journal>CoRR</journal>
<ee type="oa">https://arxiv.org/abs/2104.11069</ee>
<url>db/journals/corr/corr2104.html#abs-2104-11069</url>
</article>
</r>
<r><article key="journals/access/AhmadATDP20" mdate="2020-11-14">
<author orcid="0000-0003-3416-2422" pid="130/4153">Tanwir Ahmad</author>
<author orcid="0000-0001-8015-2335" pid="15/4490">Adnan Ashraf</author>
<author orcid="0000-0002-4367-6225" pid="85/3979">Dragos Truscan</author>
<author orcid="0000-0003-2253-1411" pid="278/1837">Andi Domi</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>Using Deep Reinforcement Learning for Exploratory Performance Testing of Software Systems With Multi-Dimensional Input Spaces.</title>
<pages>195000-195020</pages>
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<year>2011</year>
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<ee>https://doi.org/10.1007/978-3-540-45221-8_2</ee>
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<author pid="l/JLilius">Johan Lilius</author>
<author pid="02/6961">Luka Milovanov</author>
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<author pid="07/5484">Luigia Petre</author>
<author pid="52/5612">Ivan Porres</author>
<title>Continuous Action Systems as a Model for Hybrid Systems.</title>
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<r><inproceedings key="conf/uml/BjorklundLP01" mdate="2023-07-04">
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<author pid="l/JLilius">Johan Lilius</author>
<author pid="52/5612">Ivan Porres</author>
<title>Towards Efficient Code Synthesis from Statecharts.</title>
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<author pid="07/5484">Luigia Petre</author>
<author orcid="0000-0002-6791-2018" pid="52/5612">Ivan Porres</author>
<title>Generalizing Action Systems to Hybrid Systems.</title>
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