M.Sc. Stefan Fuchs
- Tel.:
- Raum: 0501.03.165
- stefan.m.fuchs@tum.de
Research
- Natural Language Processing
- Automated Compliance Checking
- Knowledge Representation and Reasoning
- AI in the Built Environment
Further Information
Fuchs, S. M. (2024). Transformer-based Semantic Parsing of Building Regulations: Supporting Regulators in Drafting Machine-Interpretable Rules. Doctoral dissertation, ResearchSpace@Auckland. https://hdl.handle.net/2292/70302.
Fuchs, S., Dimyadi, J., Witbrock, M., and Amor, R. (2024a). Intermediate representations to improve the semantic parsing of building regulations. Advanced Engineering Informatics, 62:102735. https://doi.org/10.1016/j.aei.2024.102735.
Fuchs, S., Fauth, J., and Amor, R. (2024). Developing formal representations of building regulations through a parallel drafting process. In Proceedings of the 31st International Workshop on Intelligent Computing in Engineering. link
Fuchs, S., Witbrock, M., Dimyadi, J., and Amor, R. (2024b). Transformer-based semantic parsing of building regulations: Towards supporting regulators in drafting machine-readable rules. In Digital Building Permit Conference 2024. https://cris.vtt.fi/ws/portalfiles/portal/102802472/Book-of-Abstracts.pdf#page=176.
Fuchs, S., Dimyadi, J., Ronee, A. S., Gupta, R., Witbrock, M., and Amor, R. (2023a). A legalruleml editor with transformer-based autocompletion. In EC3 Conference 2023, volume 4. European Council on Computing in Construction. https://doi.org/10.35490/EC3.2023.233.
Fuchs, S., Witbrock, M., Dimyadi, J., and Amor, R. (2024c). Using large language models for the interpretation of building regulations. arXiv preprint arXiv:2407.21060. Presented at 13th International Conference on Engineering, Project, and Production Management (EPPM2023). https://arxiv.org/abs/2407.21060.
Fuchs, S., Dimyadi, J., Witbrock, M., and Amor, R. (2023b). Improving the semantic parsing of building regulations through intermediate representations. In EG-ICE 2023 Workshop on Intelligent Computing in Engineering, Proceedings. link
Fuchs, S., Dimyadi, J., Witbrock, M., and Amor, R. (2023c). Training on digitized building regulations for automated rule extraction. In ECPPM 2022-eWork and eBusiness in Architecture, Engineering and Construction 2022, pages 428–435. CRC Press.
Fuchs, S., Witbrock, M., Dimyadi, J., and Amor, R. (2022). Neural semantic parsing of building regulations for compliance checking. In IOP Conference Series: Earth and Environmental Science, volume 1101, page 092022. https://doi.org/10.1088/1755-1315/1101/9/092022.
Fuchs, S. and Amor, R. (2021). Natural language processing for building code interpretation: A systematic literature review. In Proceedings of the 38th International Conference of CIB W78, Luxembourg, 13-15 October, pages 294–303. http://itc.scix.net/paper/w78-2021-paper-030.