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Monitoring hyperproperties with prefix transducers. 2023. doi:<a href=\"https://doi.org/10.5281/ZENODO.8191723\">10.5281/ZENODO.8191723</a>","mla":"Chalupa, Marek, and Thomas A. Henzinger. <i>Monitoring Hyperproperties with Prefix Transducers</i>. Zenodo, 2023, doi:<a href=\"https://doi.org/10.5281/ZENODO.8191723\">10.5281/ZENODO.8191723</a>.","ista":"Chalupa M, Henzinger TA. 2023. Monitoring hyperproperties with prefix transducers, Zenodo, <a href=\"https://doi.org/10.5281/ZENODO.8191723\">10.5281/ZENODO.8191723</a>.","short":"M. Chalupa, T.A. Henzinger, (2023).","apa":"Chalupa, M., &#38; Henzinger, T. A. (2023). Monitoring hyperproperties with prefix transducers. Zenodo. <a href=\"https://doi.org/10.5281/ZENODO.8191723\">https://doi.org/10.5281/ZENODO.8191723</a>","ieee":"M. Chalupa and T. A. Henzinger, “Monitoring hyperproperties with prefix transducers.” Zenodo, 2023.","chicago":"Chalupa, Marek, and Thomas A Henzinger. “Monitoring Hyperproperties with Prefix Transducers.” Zenodo, 2023. <a href=\"https://doi.org/10.5281/ZENODO.8191723\">https://doi.org/10.5281/ZENODO.8191723</a>."}},{"has_accepted_license":"1","department":[{"_id":"ToHe"}],"conference":{"start_date":"2023-10-04","end_date":"2023-10-07","name":"RV: Conference on Runtime Verification","location":"Thessaloniki, Greek"},"file":[{"file_name":"2023_LNCS_RV_Chalupa.pdf","file_size":867256,"date_created":"2023-10-16T07:15:11Z","checksum":"ee33bd6f1a26f4dae7a8192584869fd8","date_updated":"2023-10-16T07:15:11Z","access_level":"open_access","success":1,"content_type":"application/pdf","relation":"main_file","creator":"dernst","file_id":"14430"}],"date_created":"2023-08-16T20:46:08Z","month":"10","date_published":"2023-10-01T00:00:00Z","publisher":"Springer Nature","language":[{"iso":"eng"}],"publication":"23nd International Conference on Runtime Verification","file_date_updated":"2023-10-16T07:15:11Z","page":"168-190","day":"01","type":"conference","intvolume":"     14245","status":"public","alternative_title":["LNCS"],"tmp":{"image":"/images/cc_by.png","legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","short":"CC BY (4.0)"},"related_material":{"record":[{"relation":"research_data","id":"15035","status":"public"}]},"ddc":["000"],"year":"2023","doi":"10.1007/978-3-031-44267-4_9","ec_funded":1,"title":"Monitoring hyperproperties with prefix transducers","volume":14245,"date_updated":"2024-02-28T12:33:08Z","oa":1,"article_processing_charge":"Yes (in subscription journal)","_id":"14076","publication_identifier":{"isbn":["978-3-031-44266-7"],"eisbn":["978-3-031-44267-4"]},"acknowledgement":"This work was supported in part by the ERC-2020-AdG 101020093. The authors would like to thank Ana Oliveira da Costa for commenting on a draft of the paper.","user_id":"2DF688A6-F248-11E8-B48F-1D18A9856A87","project":[{"call_identifier":"H2020","_id":"62781420-2b32-11ec-9570-8d9b63373d4d","name":"Vigilant Algorithmic Monitoring of Software","grant_number":"101020093"}],"quality_controlled":"1","oa_version":"Published Version","publication_status":"published","citation":{"ista":"Chalupa M, Henzinger TA. 2023. Monitoring hyperproperties with prefix transducers. 23nd International Conference on Runtime Verification. RV: Conference on Runtime Verification, LNCS, vol. 14245, 168–190.","short":"M. Chalupa, T.A. Henzinger, in:, 23nd International Conference on Runtime Verification, Springer Nature, 2023, pp. 168–190.","mla":"Chalupa, Marek, and Thomas A. Henzinger. “Monitoring Hyperproperties with Prefix Transducers.” <i>23nd International Conference on Runtime Verification</i>, vol. 14245, Springer Nature, 2023, pp. 168–90, doi:<a href=\"https://doi.org/10.1007/978-3-031-44267-4_9\">10.1007/978-3-031-44267-4_9</a>.","ama":"Chalupa M, Henzinger TA. Monitoring hyperproperties with prefix transducers. In: <i>23nd International Conference on Runtime Verification</i>. Vol 14245. Springer Nature; 2023:168-190. doi:<a href=\"https://doi.org/10.1007/978-3-031-44267-4_9\">10.1007/978-3-031-44267-4_9</a>","chicago":"Chalupa, Marek, and Thomas A Henzinger. “Monitoring Hyperproperties with Prefix Transducers.” In <i>23nd International Conference on Runtime Verification</i>, 14245:168–90. Springer Nature, 2023. <a href=\"https://doi.org/10.1007/978-3-031-44267-4_9\">https://doi.org/10.1007/978-3-031-44267-4_9</a>.","ieee":"M. Chalupa and T. A. Henzinger, “Monitoring hyperproperties with prefix transducers,” in <i>23nd International Conference on Runtime Verification</i>, Thessaloniki, Greek, 2023, vol. 14245, pp. 168–190.","apa":"Chalupa, M., &#38; Henzinger, T. A. (2023). Monitoring hyperproperties with prefix transducers. In <i>23nd International Conference on Runtime Verification</i> (Vol. 14245, pp. 168–190). Thessaloniki, Greek: Springer Nature. <a href=\"https://doi.org/10.1007/978-3-031-44267-4_9\">https://doi.org/10.1007/978-3-031-44267-4_9</a>"},"abstract":[{"text":"Hyperproperties are properties that relate multiple execution traces. Previous work on monitoring hyperproperties focused on synchronous hyperproperties, usually specified in HyperLTL. When monitoring synchronous hyperproperties, all traces are assumed to proceed at the same speed. We introduce (multi-trace) prefix transducers and show how to use them for monitoring synchronous as well as, for the first time, asynchronous hyperproperties. Prefix transducers map multiple input traces into one or more output traces by incrementally matching prefixes of the input traces against expressions similar to regular expressions. The prefixes of different traces which are consumed by a single matching step of the monitor may have different lengths. The deterministic and executable nature of prefix transducers makes them more suitable as an intermediate formalism for runtime verification than logical specifications, which tend to be highly non-deterministic, especially in the case of asynchronous hyperproperties. We report on a set of experiments about monitoring asynchronous version of observational determinism.","lang":"eng"}],"author":[{"first_name":"Marek","full_name":"Chalupa, Marek","last_name":"Chalupa","id":"87e34708-d6c6-11ec-9f5b-9391e7be2463"},{"first_name":"Thomas A","orcid":"0000-0002-2985-7724","full_name":"Henzinger, Thomas A","last_name":"Henzinger","id":"40876CD8-F248-11E8-B48F-1D18A9856A87"}]},{"date_created":"2023-01-27T03:18:08Z","file":[{"relation":"main_file","content_type":"application/pdf","creator":"fmuehlbo","file_id":"12408","success":1,"access_level":"open_access","date_updated":"2023-01-27T03:18:34Z","file_size":662409,"file_name":"main.pdf","checksum":"55426e463fdeafe9777fc3ff635154c7","date_created":"2023-01-27T03:18:34Z"}],"has_accepted_license":"1","department":[{"_id":"ToHe"}],"publisher":"Institute of Science and Technology Austria","language":[{"iso":"eng"}],"month":"01","date_published":"2023-01-27T00:00:00Z","file_date_updated":"2023-01-27T03:18:34Z","page":"38","status":"public","day":"27","type":"technical_report","related_material":{"record":[{"status":"public","id":"12856","relation":"later_version"}]},"ddc":["005"],"alternative_title":["IST Austria Technical Report"],"tmp":{"image":"/images/cc_by.png","legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","short":"CC BY (4.0)"},"title":"VAMOS: Middleware for Best-Effort Third-Party Monitoring","doi":"10.15479/AT:ISTA:12407","year":"2023","ec_funded":1,"_id":"12407","publication_identifier":{"eissn":["2664-1690"]},"user_id":"2DF688A6-F248-11E8-B48F-1D18A9856A87","acknowledgement":"This work was supported in part by the ERC-2020-AdG 101020093. \r\nThe authors would like to thank the anonymous FASE reviewers for their valuable feedback and suggestions.","project":[{"grant_number":"101020093","name":"Vigilant Algorithmic Monitoring of Software","_id":"62781420-2b32-11ec-9570-8d9b63373d4d","call_identifier":"H2020"}],"oa_version":"Published Version","oa":1,"date_updated":"2023-04-25T07:19:06Z","article_processing_charge":"No","abstract":[{"lang":"eng","text":"As the complexity and criticality of software increase every year, so does the importance of run-time monitoring. Third-party monitoring, with limited knowledge of the monitored software, and best-effort monitoring, which keeps pace with the monitored software, are especially valuable, yet underexplored areas of run-time monitoring. Most existing monitoring frameworks do not support their combination because they either require access to the monitored code for instrumentation purposes or the processing of all observed events, or both.\r\n\r\nWe present a middleware framework, VAMOS, for the run-time monitoring of software which is explicitly designed to support third-party and best-effort scenarios. The design goals of VAMOS are (i) efficiency (keeping pace at low overhead), (ii) flexibility (the ability to monitor black-box code through a variety of different event channels, and the connectability to monitors written in different specification languages), and (iii) ease-of-use. To achieve its goals, VAMOS combines aspects of event broker and event recognition systems with aspects of stream processing systems.\r\n\r\nWe implemented a prototype toolchain for VAMOS and conducted experiments including a case study of monitoring for data races. The results indicate that VAMOS enables writing useful yet efficient monitors, is compatible with a variety of event sources and monitor specifications, and simplifies key aspects of setting up a monitoring system from scratch."}],"keyword":["runtime monitoring","best effort","third party"],"author":[{"last_name":"Chalupa","full_name":"Chalupa, Marek","first_name":"Marek","id":"87e34708-d6c6-11ec-9f5b-9391e7be2463"},{"id":"6395C5F6-89DF-11E9-9C97-6BDFE5697425","orcid":"0000-0003-1548-0177","full_name":"Mühlböck, Fabian","last_name":"Mühlböck","first_name":"Fabian"},{"id":"a376de31-8972-11ed-ae7b-d0251c13c8ff","first_name":"Stefanie","full_name":"Muroya Lei, Stefanie","last_name":"Muroya Lei"},{"id":"40876CD8-F248-11E8-B48F-1D18A9856A87","last_name":"Henzinger","full_name":"Henzinger, Thomas A","orcid":"0000-0002-2985-7724","first_name":"Thomas A"}],"publication_status":"published","citation":{"apa":"Chalupa, M., Mühlböck, F., Muroya Lei, S., &#38; Henzinger, T. A. (2023). <i>VAMOS: Middleware for Best-Effort Third-Party Monitoring</i>. Institute of Science and Technology Austria. <a href=\"https://doi.org/10.15479/AT:ISTA:12407\">https://doi.org/10.15479/AT:ISTA:12407</a>","ieee":"M. Chalupa, F. Mühlböck, S. Muroya Lei, and T. A. Henzinger, <i>VAMOS: Middleware for Best-Effort Third-Party Monitoring</i>. Institute of Science and Technology Austria, 2023.","chicago":"Chalupa, Marek, Fabian Mühlböck, Stefanie Muroya Lei, and Thomas A Henzinger. <i>VAMOS: Middleware for Best-Effort Third-Party Monitoring</i>. Institute of Science and Technology Austria, 2023. <a href=\"https://doi.org/10.15479/AT:ISTA:12407\">https://doi.org/10.15479/AT:ISTA:12407</a>.","ama":"Chalupa M, Mühlböck F, Muroya Lei S, Henzinger TA. <i>VAMOS: Middleware for Best-Effort Third-Party Monitoring</i>. Institute of Science and Technology Austria; 2023. doi:<a href=\"https://doi.org/10.15479/AT:ISTA:12407\">10.15479/AT:ISTA:12407</a>","mla":"Chalupa, Marek, et al. <i>VAMOS: Middleware for Best-Effort Third-Party Monitoring</i>. Institute of Science and Technology Austria, 2023, doi:<a href=\"https://doi.org/10.15479/AT:ISTA:12407\">10.15479/AT:ISTA:12407</a>.","short":"M. Chalupa, F. Mühlböck, S. Muroya Lei, T.A. Henzinger, VAMOS: Middleware for Best-Effort Third-Party Monitoring, Institute of Science and Technology Austria, 2023.","ista":"Chalupa M, Mühlböck F, Muroya Lei S, Henzinger TA. 2023. VAMOS: Middleware for Best-Effort Third-Party Monitoring, Institute of Science and Technology Austria, 38p."}},{"department":[{"_id":"ToHe"}],"has_accepted_license":"1","date_created":"2023-04-20T08:22:53Z","file":[{"file_size":16096413,"file_name":"2023_LNCS_Chalupa.pdf","checksum":"120d2c2a38384058ad0630fdf8288312","date_created":"2023-04-25T06:58:36Z","access_level":"open_access","date_updated":"2023-04-25T06:58:36Z","success":1,"relation":"main_file","content_type":"application/pdf","file_id":"12864","creator":"dernst"}],"conference":{"start_date":"2023-04-22","end_date":"2023-04-27","name":"TACAS: Tools and Algorithms for the Construction and Analysis of Systems","location":"Paris, France"},"date_published":"2023-04-20T00:00:00Z","month":"04","language":[{"iso":"eng"}],"publisher":"Springer Nature","page":"535-540","file_date_updated":"2023-04-25T06:58:36Z","publication":"Tools and Algorithms for the Construction and Analysis of Systems","type":"conference","day":"20","status":"public","intvolume":"     13994","alternative_title":["LNCS"],"tmp":{"image":"/images/cc_by.png","legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","short":"CC BY (4.0)"},"ddc":["000"],"ec_funded":1,"year":"2023","doi":"10.1007/978-3-031-30820-8_32","title":"Bubaak: Runtime monitoring of program verifiers","volume":13994,"oa":1,"date_updated":"2023-04-25T07:02:43Z","article_processing_charge":"No","user_id":"2DF688A6-F248-11E8-B48F-1D18A9856A87","acknowledgement":"This work was supported by the ERC-2020-AdG 10102009 grant.","project":[{"grant_number":"101020093","call_identifier":"H2020","_id":"62781420-2b32-11ec-9570-8d9b63373d4d","name":"Vigilant Algorithmic Monitoring of Software"}],"oa_version":"Published Version","quality_controlled":"1","_id":"12854","publication_identifier":{"eisbn":["9783031308208"],"isbn":["9783031308192"],"issn":["0302-9743"],"eissn":["1611-3349"]},"publication_status":"published","citation":{"chicago":"Chalupa, Marek, and Thomas A Henzinger. “Bubaak: Runtime Monitoring of Program Verifiers.” In <i>Tools and Algorithms for the Construction and Analysis of Systems</i>, 13994:535–40. Springer Nature, 2023. <a href=\"https://doi.org/10.1007/978-3-031-30820-8_32\">https://doi.org/10.1007/978-3-031-30820-8_32</a>.","apa":"Chalupa, M., &#38; Henzinger, T. A. (2023). Bubaak: Runtime monitoring of program verifiers. In <i>Tools and Algorithms for the Construction and Analysis of Systems</i> (Vol. 13994, pp. 535–540). Paris, France: Springer Nature. <a href=\"https://doi.org/10.1007/978-3-031-30820-8_32\">https://doi.org/10.1007/978-3-031-30820-8_32</a>","ieee":"M. Chalupa and T. A. Henzinger, “Bubaak: Runtime monitoring of program verifiers,” in <i>Tools and Algorithms for the Construction and Analysis of Systems</i>, Paris, France, 2023, vol. 13994, pp. 535–540.","short":"M. Chalupa, T.A. Henzinger, in:, Tools and Algorithms for the Construction and Analysis of Systems, Springer Nature, 2023, pp. 535–540.","ista":"Chalupa M, Henzinger TA. 2023. Bubaak: Runtime monitoring of program verifiers. Tools and Algorithms for the Construction and Analysis of Systems. TACAS: Tools and Algorithms for the Construction and Analysis of Systems, LNCS, vol. 13994, 535–540.","mla":"Chalupa, Marek, and Thomas A. Henzinger. “Bubaak: Runtime Monitoring of Program Verifiers.” <i>Tools and Algorithms for the Construction and Analysis of Systems</i>, vol. 13994, Springer Nature, 2023, pp. 535–40, doi:<a href=\"https://doi.org/10.1007/978-3-031-30820-8_32\">10.1007/978-3-031-30820-8_32</a>.","ama":"Chalupa M, Henzinger TA. Bubaak: Runtime monitoring of program verifiers. In: <i>Tools and Algorithms for the Construction and Analysis of Systems</i>. Vol 13994. Springer Nature; 2023:535-540. doi:<a href=\"https://doi.org/10.1007/978-3-031-30820-8_32\">10.1007/978-3-031-30820-8_32</a>"},"author":[{"first_name":"Marek","full_name":"Chalupa, Marek","last_name":"Chalupa","id":"87e34708-d6c6-11ec-9f5b-9391e7be2463"},{"id":"40876CD8-F248-11E8-B48F-1D18A9856A87","last_name":"Henzinger","full_name":"Henzinger, Thomas A","orcid":"0000-0002-2985-7724","first_name":"Thomas A"}],"abstract":[{"lang":"eng","text":"The main idea behind BUBAAK is to run multiple program analyses in parallel and use runtime monitoring and enforcement to observe and control their progress in real time. The analyses send information about (un)explored states of the program and discovered invariants to a monitor. The monitor processes the received data and can force an analysis to stop the search of certain program parts (which have already been analyzed by other analyses), or to make it utilize a program invariant found by another analysis.\r\nAt SV-COMP  2023, the implementation of data exchange between the monitor and the analyses was not yet completed, which is why BUBAAK only ran several analyses in parallel, without any coordination. Still, BUBAAK won the meta-category FalsificationOverall and placed very well in several other (sub)-categories of the competition."}]},{"publication_identifier":{"issn":["0302-9743"],"isbn":["9783031308253"],"eisbn":["9783031308260"],"eissn":["1611-3349"]},"_id":"12856","oa_version":"Published Version","quality_controlled":"1","project":[{"call_identifier":"H2020","name":"Vigilant Algorithmic Monitoring of Software","_id":"62781420-2b32-11ec-9570-8d9b63373d4d","grant_number":"101020093"}],"acknowledgement":"This work was supported in part by the ERC-2020-AdG 101020093. The authors would like to thank the anonymous FASE reviewers for their valuable feedback and suggestions.","user_id":"2DF688A6-F248-11E8-B48F-1D18A9856A87","article_processing_charge":"No","oa":1,"date_updated":"2023-04-25T07:19:07Z","volume":13991,"abstract":[{"lang":"eng","text":"As the complexity and criticality of software increase every year, so does the importance of run-time monitoring. Third-party monitoring, with limited knowledge of the monitored software, and best-effort monitoring, which keeps pace with the monitored software, are especially valuable, yet underexplored areas of run-time monitoring. Most existing monitoring frameworks do not support their combination because they either require access to the monitored code for instrumentation purposes or the processing of all observed events, or both.\r\n\r\nWe present a middleware framework, VAMOS, for the run-time monitoring of software which is explicitly designed to support third-party and best-effort scenarios. The design goals of VAMOS are (i) efficiency (keeping pace at low overhead), (ii) flexibility (the ability to monitor black-box code through a variety of different event channels, and the connectability to monitors written in different specification languages), and (iii) ease-of-use. To achieve its goals, VAMOS combines aspects of event broker and event recognition systems with aspects of stream processing systems.\r\nWe implemented a prototype toolchain for VAMOS and conducted experiments including a case study of monitoring for data races. The results indicate that VAMOS enables writing useful yet efficient monitors, is compatible with a variety of event sources and monitor specifications, and simplifies key aspects of setting up a monitoring system from scratch."}],"author":[{"first_name":"Marek","full_name":"Chalupa, Marek","last_name":"Chalupa","id":"87e34708-d6c6-11ec-9f5b-9391e7be2463"},{"orcid":"0000-0003-1548-0177","full_name":"Mühlböck, Fabian","last_name":"Mühlböck","first_name":"Fabian","id":"6395C5F6-89DF-11E9-9C97-6BDFE5697425"},{"last_name":"Muroya Lei","full_name":"Muroya Lei, Stefanie","first_name":"Stefanie","id":"a376de31-8972-11ed-ae7b-d0251c13c8ff"},{"id":"40876CD8-F248-11E8-B48F-1D18A9856A87","full_name":"Henzinger, Thomas A","last_name":"Henzinger","orcid":"0000-0002-2985-7724","first_name":"Thomas A"}],"citation":{"ista":"Chalupa M, Mühlböck F, Muroya Lei S, Henzinger TA. 2023. Vamos: Middleware for best-effort third-party monitoring. Fundamental Approaches to Software Engineering. FASE: Fundamental Approaches to Software Engineering, LNCS, vol. 13991, 260–281.","short":"M. Chalupa, F. Mühlböck, S. Muroya Lei, T.A. Henzinger, in:, Fundamental Approaches to Software Engineering, Springer Nature, 2023, pp. 260–281.","mla":"Chalupa, Marek, et al. “Vamos: Middleware for Best-Effort Third-Party Monitoring.” <i>Fundamental Approaches to Software Engineering</i>, vol. 13991, Springer Nature, 2023, pp. 260–81, doi:<a href=\"https://doi.org/10.1007/978-3-031-30826-0_15\">10.1007/978-3-031-30826-0_15</a>.","ama":"Chalupa M, Mühlböck F, Muroya Lei S, Henzinger TA. Vamos: Middleware for best-effort third-party monitoring. In: <i>Fundamental Approaches to Software Engineering</i>. Vol 13991. Springer Nature; 2023:260-281. doi:<a href=\"https://doi.org/10.1007/978-3-031-30826-0_15\">10.1007/978-3-031-30826-0_15</a>","chicago":"Chalupa, Marek, Fabian Mühlböck, Stefanie Muroya Lei, and Thomas A Henzinger. “Vamos: Middleware for Best-Effort Third-Party Monitoring.” In <i>Fundamental Approaches to Software Engineering</i>, 13991:260–81. Springer Nature, 2023. <a href=\"https://doi.org/10.1007/978-3-031-30826-0_15\">https://doi.org/10.1007/978-3-031-30826-0_15</a>.","ieee":"M. Chalupa, F. Mühlböck, S. Muroya Lei, and T. A. Henzinger, “Vamos: Middleware for best-effort third-party monitoring,” in <i>Fundamental Approaches to Software Engineering</i>, Paris, France, 2023, vol. 13991, pp. 260–281.","apa":"Chalupa, M., Mühlböck, F., Muroya Lei, S., &#38; Henzinger, T. A. (2023). Vamos: Middleware for best-effort third-party monitoring. In <i>Fundamental Approaches to Software Engineering</i> (Vol. 13991, pp. 260–281). Paris, France: Springer Nature. <a href=\"https://doi.org/10.1007/978-3-031-30826-0_15\">https://doi.org/10.1007/978-3-031-30826-0_15</a>"},"publication_status":"published","related_material":{"record":[{"status":"public","id":"12407","relation":"earlier_version"}]},"ddc":["000"],"tmp":{"image":"/images/cc_by.png","legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","short":"CC BY (4.0)"},"alternative_title":["LNCS"],"title":"Vamos: Middleware for best-effort third-party monitoring","year":"2023","doi":"10.1007/978-3-031-30826-0_15","ec_funded":1,"publication":"Fundamental Approaches to Software Engineering","file_date_updated":"2023-04-25T07:16:36Z","page":"260-281","intvolume":"     13991","status":"public","day":"20","type":"conference","conference":{"start_date":"2023-04-22","location":"Paris, France","name":"FASE: Fundamental Approaches to Software Engineering","end_date":"2023-04-27"},"date_created":"2023-04-20T08:29:42Z","file":[{"success":1,"file_id":"12865","creator":"dernst","content_type":"application/pdf","relation":"main_file","date_created":"2023-04-25T07:16:36Z","checksum":"17a7c8e08be609cf2408d37ea55e322c","file_name":"2023_LNCS_ChalupaM.pdf","file_size":580828,"date_updated":"2023-04-25T07:16:36Z","access_level":"open_access"}],"has_accepted_license":"1","department":[{"_id":"ToHe"}],"publisher":"Springer Nature","language":[{"iso":"eng"}],"month":"04","date_published":"2023-04-20T00:00:00Z"}]
