Neurosymbolic Architectural Reasoning: Towards Formal Analysis through Neural Software Architecture Inference
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arXiv
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| Autori principali: | , , , |
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| Natura: | Preprint |
| Pubblicazione: |
2025
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| _version_ | 1866908276124286976 |
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| author | Herbold, Steffen Knieke, Christoph Rausch, Andreas Schindler, Christian |
| author_facet | Herbold, Steffen Knieke, Christoph Rausch, Andreas Schindler, Christian |
| contents | Formal analysis to ensure adherence of software to defined architectural constraints is not yet broadly used within software development, due to the effort involved in defining formal architecture models. Within this paper, we outline neural architecture inference to solve the problem of having a formal architecture definition for subsequent symbolic reasoning over these architectures, enabling neurosymbolic architectural reasoning. We discuss how this approach works in general and outline a research agenda based on six general research question that need to be addressed, to achieve this vision. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2503_16262 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Neurosymbolic Architectural Reasoning: Towards Formal Analysis through Neural Software Architecture Inference Herbold, Steffen Knieke, Christoph Rausch, Andreas Schindler, Christian Software Engineering Formal analysis to ensure adherence of software to defined architectural constraints is not yet broadly used within software development, due to the effort involved in defining formal architecture models. Within this paper, we outline neural architecture inference to solve the problem of having a formal architecture definition for subsequent symbolic reasoning over these architectures, enabling neurosymbolic architectural reasoning. We discuss how this approach works in general and outline a research agenda based on six general research question that need to be addressed, to achieve this vision. |
| title | Neurosymbolic Architectural Reasoning: Towards Formal Analysis through Neural Software Architecture Inference |
| topic | Software Engineering |
| url | https://arxiv.org/abs/2503.16262 |