SeMatS 2026

Table of Contents

• Preface
  PDF
  
• An Ontology for Machine Learning Interatomic Potentials 1-16
  PDF 10.83095/ceurws_04299_001
  Daniel Hernández , Jong Hyun Jung , Yuji Ikeda , Yongliang Ou , Pranav Kumar , Tom Schächtel , Wenchuan Liu , Xin Li , Xi Zhang , Xiang Xu , Lifang Zhu , Fritz Körmann , Steffen Staab , Blazej Grabowski
• Semantic Enrichment of Additive Manufacturing Technology Data for Machine Learning-based Optimization of Laser Beam Powder Bed Fusion Process 17-28
  PDF 10.83095/ceurws_04299_002
  Katsiaryna Kosarava , Bartłomiej Adam Wysocki
• Large Language Models for Creating BFO-Compliant Taxonomies from Structured Texts: A Demonstration on Tensile Testing Taxonomy 29-40
  PDF 10.83095/ceurws_04299_003
  Hossein Beygi Nasrabadi , Farzaneh Mahdavi , Jörg Waitelonis , Harald Sack
• Automatically Building and Updating a Knowledge Graph of MLIP Models 41-52
  PDF 10.83095/ceurws_04299_004
  Alexis Beer , Liudmyla Klochko , Mathieu d'Aquin
• Towards Object-Oriented Linked Data Profiles for Material Science 53-65
  PDF 10.83095/ceurws_04299_005
  Simon Stier , Lukas Gold , Matthias Albert Popp , Simon Feiler , Gerhard Goldbeck , Yoav Nahshon , Andreas Räder , Jesper Friis , Simon Clark , Patrick Lambrix
• Mined from Scientific Literature: Process Schemas for Atomic Layer Deposition and Etching in Materials Science 66-83
  PDF 10.83095/ceurws_04299_006
  Sameer Sadruddin , Eleni Poupaki , Alex Watkins , Bora Karasulu , Adriaan J.M. Mackus , Erwin Kessels , Sören Auer , Jennifer D'Souza
• The State of Uncertainty Representation in Copolymer Chemistry Knowledge Artifacts 84-97
  PDF 10.83095/ceurws_04299_007
  Sarah T. Tüzün , Birgitta König-Ries
• Real-world Application of MDS-Onto: Ontology-driven Knowledge Graphs to Accelerate Discovery in Materials Science 98-109
  PDF 10.83095/ceurws_04299_008
  Erika I. Barcelos , Ozan Dernek , Ethan D. Frakes , Rishabh Kundu , Van D. Tran , Holly L. Schreiber , Redad Mehdi , Shawn Liang , Quynh D. Tran , Yinghui Wu , Mengjie Li , Laura S. Bruckman , Roger H. French
• Semantic Materials Science for Large Scale Molecular Representation Learning 110-123
  PDF 10.83095/ceurws_04299_009
  Quynh D. Tran , Meredith A. Francis , Isabella M. Giammattei , Holly L. Schreiber , Katherine Q. Karkosiak , Erika I. Barcelos , Ozan Dernek , Laura S. Bruckman , Yinghui Wu , Roger H. French
• The PolyLab Ontology - A Semantic Model of Laboratory Processes and Their Plans 124-137
  PDF 10.83095/ceurws_04299_010
  Marta Dembska , Martin Held , Sirko Schindler
• Iterative AI-Assisted Ontology Engineering: Lessons Learned from Developing the CASTON ontology for Metal Casting, Materials and Manufacturing 138-143
  PDF 10.83095/ceurws_04299_011
  He Tan , Ziyu Li , Xuan Liu , Anders E.W. Jarfors
• The Federated Data Space Infrastructure of Materials Commons: Concept and Architecture 144-153
  PDF 10.83095/ceurws_04299_012
  Simon Stier , Marek Cebecauer , Jakub Klímek , Jörg Schaarschmidt , Andreas Räder , Natalia Bedoya-Martinez , Rickard Armiento , Lukas Gold