FAIRMAT
News
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Selected publications and talks

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  1. Claudia Draxl
    FAIR data infrastructure: Why should/do we care?
    Invited Talk, CECAM Flagship Workshop FAIR Data Management of Theoretical Spectroscopy and Green Function Methods, Lausanne, Switzerland, April 20-23, 2026
  2. Claudia Draxl
    NOMAD
    Invited Talk, PhotoBrane network meeting, Jena, Germany, January 12-16, 2026
  3. Claudia Draxl
    Machine learning and Big Data in materials science: How big is Big?
    Invited Talk, Colloqium at the Max Planck Institute for Plasma Physics, Greifswald, January 09, 2026
  4. Claudia Draxl
    AI in Materials Science
    Invited Talk, workshop: The Future of Artificial Intelligence and the Implications for Materials Science by the EC-DG Research and Innovation and OECD – Directorate for Science, Technology and Innovation, December 16, 2025
  5. Claudia Draxl
    Materials spectroscopy: From theoretical approaches and workflows to experimental techniques and their representation in NOMAD
    Invited Talk, DAPHNE4NFDI Bad Honnef Seminar 2025 on Opportunities and Challenges of FAIR Data at Photon and Neutron Facilities, Bad Honnef, October 12-15, 2025
  6. Claudia Draxl
    Künstliche Intelligenz: FAIR, was sonst?
    Invited Talk, Science Festival: Highlights der Physik, Jena, September 15-20, 2025
  7. Claudia Draxl
    What is Big Data?
    Invited Talk, 33rd International Materials Research Congress, Cancun, Mexico, August 17-21, 2025
  8. Claudia Draxl
    Big data and AI: Faster solutions to new materials and technologies
    Invited Talk, Chamber of Commerce of Upper Austria, 2025
  9. Claudia Draxl
    NOMAD: More than FAIR - Findable & AI ready
    Invited Talk, Love Data Week, Ghent, Belgium, 2025
  10. Claudia Draxl
    Assessing Quality of Machine-Learning Models and Underlying Data [abstract]
    Invited Talk, MRS Fall Meeting, Boston, USA, December 1-6, 2024
  11. Claudia Draxl
    From science to data & from data to science
    Talk, Finissage of the Integrative Research Institute for the Sciences, IRIS Adlershof, 2024
  12. Heiko Weber
    Experimental Research Data in Materials Science and Solid-State Physics: Challenges, Strategies and Solutions [abstract]
    Plenary Talk, The 8th Asian Materials Data Symposium (AMDS2024), Ningde, China, November 13-16, 2024
  13. Claudia Draxl
    FAIR, what else? [video]
    Keynote Talk, EOSC Symposium 2024, Berlin, Germany, October 21-23, 2024
  14. Claudia Draxl
    How big is Big Data?
    Invited Talk, Chemical Sciences Farady Discussion, Oxford, September 10-12, 2024
  15. Claudia Draxl
    FAIR data towards new insights into materials
    Plenary Talk, XXth Rencontres du Vietnam on Materials Informatics, August 23-25, 2024
  16. Claudia Draxl
    FAIR data for accelerated materials discovery: The NOMAD project
    Invited Talk, CIMTEC, Montecatini Therme, Italy, June 20-04, 2024
  17. Claudia Draxl
    From research data to data-centric research [video]
    Invited Talk, Friedrich-Alexander-Universität Erlangen-Nürnberg, 2024
  18. Markus Scheidgen
    FAIR research data management for materials science with NOMAD
    Invited Talk, TKFDM Coffee Lecture Serie, June 28, 2023
  19. Claudia Draxl
    High-throughput spectroscopy and materials discovery by beyond-DFT workflows and data-analysis frameworks [video]
    Invited Talk, IPAM Workshop III: Complex Scientific Workflows at Extreme Computational Scales, Los Angeles, May 2, 2023
  20. Markus Scheidgen
    Schemas for Research Data – Enabling material scientists to define, provide, and use data [slides]
    Invited Talk, FONDA DSL Workshop, Humboldt-Universität zu Berlin, March 17, 2023
  21. Luca Ghiringhelli
    Materials Data after FAIR Principles-Use Cases, Facilitation and Infrastructure
    Invited Talk, The 2nd MGE Workshop towards Materials Data Standards & CSTM FC97 Forum, 2022, Febuary 16, 2023
  22. Markus Scheidgen
    Usage of PIDs in NOMAD now and in the future [slides]
    Invited Talk, Base4NFDI PID Workshop 2023, January 27, 2023
  23. Markus Scheidgen
    Data Management [slides]
    Invited Talk, IKZ Winter School 2023, Berlin, January 23, 2023
  24. José A. Márquez Prieto
    AI-Ready Experimental Data of Novel Solar Cells in the NOMAD Laboratory
    Invited Talk, ISusMat: Bridging Modelling and Measurement, January 11, 2023
  25. Markus Scheidgen
    Structured data acquisation with NOMAD's ELN functions [video]
    Invited Talk, NFDI-MatWerk Introductory Session, December 8, 2022
  26. Claudia Draxl
    From traditional physics research to data-centric approaches: Impact of the "I" in FAIR [abstract]
    Webinar, Journal of Materials Informatics Webinar, September 15, 2022
  27. Matthias Scheffler
    Learning Rules for Materials Properties and Functions by Artificial Intelligence
    Invited Talk, Materials Research Society Fall Meeting, December 2, 2021
  28. Matthias Scheffler
    Artificial Intelligence for Surface Science and Heterogeneous Catalysis: Learning Rules and Creating Maps of Materials Properties
    Plenary Talk, 9th International Symposium on Surface Science (ISSS9), December 1, 2021
  29. Claudia Draxl
    From FAIR Data to Knowledge and Novel Materials
    Invited talk, Physics for Society: Grand Challenges in the HORIZON 2050, Berlin, October 28-29, 2021
  30. Claudia Draxl
    FAIRmat – Making Materials Data Findable and AI Ready
    Invited talk, Fall Meeting of the German Physical Society (DPG), virtual meeting, September 28, 2021
  31. Claudia Draxl
    From Data Mining to Knowledge: Refining a Precious Raw Material of the 21st Century [abstract]
    Keynote Talk , International Symposium on Nanoscale Research, Leoben, Austria, September 20, 2021
  32. Claudia Draxl
    FAIR Data and Artificial Intelligence towards New Horizons in Materials Research
    Plenary talk, EUROMAT 2021, virtual meeting, September 12-16, 2021
  33. Claudia Draxl
    FAIRmat’s Approach to Data-centric Science [abstract]
    Invited talk, SHU - MGI - FAIR-DI Workshop 2021 on FAIR-Data-Driven Materials Research, China, virtual meeting, June 17, 2021
  34. Claudia Draxl
    From data to knowledge
    Invited talk, International Materials Square Workshop on Computer-Aided Materials Discovery, Korea, virtual meeting, June 3, 2021
  35. Claudia Draxl
    From data to knowledge
    Invited talk, FunMat-II seminar on AI and machine learning for materials design, Sweden, virtual meeting, June 3, 2021
  36. Claudia Draxl
    From physics today to publishing and research of tomorrow [abstract]
    Physics Colloquium, University of Kiel, May 4, 2021
  37. Claudia Draxl
    From data to knowledge
    Seminar, 4th installment of the CECAM Mixed-Gen series on the topic of Data Driven Science, April 8, 2021
  38. Claudia Draxl
    New Horizons for Materials Research
    Invited talk, APS March Meeting, March 15-19, 2021
  39. Claudia Draxl
    Recycle the Waste!
    Invited Talk, APE 2021 (Academic Publishing in Europe), January 12-13, 2021
  40. Claudia Draxl
    FAIR Data Infrastructures Towards New Horizons for Materials Research
    Invited Talk, 2020 Virtual MRS Fall Meeting, December 4, 2020
  41. Matthias Scheffler Claudia Draxl
    Sharing is caring! Mit FAIRem Datenmanagement und KI die Materialien der Zukunft entdecken (DE) [video]
    Plenary talk together with Peter Frensch, Berlin Science Week, November 10, 2020
  42. Claudia Draxl
    FAIRmat - FAIR Data Infrastructure for Condensed-Matter and Chemical Physics [video]
    Keynote, EPICS Collaboration Fall Meeting, October 19-20, 2020
  43. Claudia Draxl
    Predicting Properties of Complex Materials: Challenges for Modern Ab Initio Theory [video]
    HITS Colloquium, HITS, October 12, 2020
  44. Claudia Draxl
    Stepping Stones towards the Fourth Paradigm of Materials Science [abstract]
    Seminar, Research Training Group QM3, University Bremen, June 25, 2020
  45. Claudia Draxl
    New Horizons for Materials Research - Role of FAIR Data [video]
    Plenary talk, FAIR-DI e.V. virtual Conference on a FAIR Data Infrastructure for Materials Genomics, June 3-5, 2020
  46. Martin Aeschlimann
    Data Acquisition in Angle-Resolved Photoemission Spectroscopy
    Satellite Workshop, FAIR-DI e.V. virtual Conference on a FAIR Data Infrastructure for Materials Genomics, May 30, 2020
  47. Claudia Draxl
    Towards FAIR Experimental Data
    Invited talk, Spring Meeting of the German Physical Society (DPG), Dresden, Germany, March [Meeting canceled due to COVID-19], March 8, 2020
  48. Claudia Draxl
    Verification and Error Estimates for Ab Initio Data
    Invited talk, Spring Meeting of the German Physical Society (DPG), Dresden, Germany, March [Meeting canceled due to COVID-19], March 8, 2020
  49. Claudia Draxl
    Opto-electronic Excitations of 2D Materials: Unraveling Similarities Through Fingerprints
    Invited talk, APS March Meeting, Denver, USA [Meeting canceled due to COVID-19], March 6, 2020
  50. Claudia Draxl
    Data-driven Research: the Fourth Paradigm of Materials Science
    Werkstoffwissenschaftliches Kolloquium, January 28, Erlangen, 2020
  51. Claudia Draxl
    Verification and Error Estimates for Ab Initio Data
    Invited talk, Materials Research Meeting 2019 (MRM2019), Yokohama, Japan, December 10-14, 2019
  52. Claudia Draxl
    Computational Materials Science: From Phase Diagrams to Optical Excitations and Data-driven Research
    Physikerinnentagung, Berlin, Germany, November 20, 2019
  53. Claudia Draxl
    FAIR Data Management in Materials Science - From Sample Synthesis to Artificial-intelligence
    Invited talk, workshop on Forschungsdatenmanagement und Maschinelles Lernen in den Ingenieurwissenschaften am Beispiel der Materialwissenschaften, Karlsruhe, Germany, November 19-20, 2019
  54. Claudia Draxl
    Open and Data-driven Science – the Need for a FAIR Data Infrastructure
    Plenary talk, 5th International Conference on Molecular Simulation (ICMS 2019), Jeju, Korea, November 3-6, 2019
  55. Claudia Draxl
    Benchmark Calculations Towards Ultimate Precision in Density-Functional Theory
    Invited talk, Big Data Summer: A Summer School of the BiGmax Network, Platja d’Aro, Spain, September 9-13, 2019
  56. Claudia Draxl
    The NOMAD Encyclopedia – a Tool for Exploring Computed Data
    Invited talk, Big Data Summer: A Summer School of the BiGmax Network, Platja d’Aro, Spain, September 9-13, 2019
  57. Claudia Draxl
    The NOMAD Project
    Invited talk, Workshop Hands-On DFT and Beyond: High-throughput screening and big-data analytics, towards exascale computational materials science, Barcelona, Spain, August/September 6, 2019
  58. Claudia Draxl
    Artificial Intelligence in Materials Science - Hype or Revolution?
    Plenary talk, Joint Annual Meeting of the Swiss Physical Society and the Austrian Physical Society, Zurich, Switzerland, August 26-30, 2019
  59. Claudia Draxl
    Shaping the Fourth Paradigm of Materials Science
    Invited talk, 11th International Conference on Magnetic and Superconducting Materials (MSM11), Seoul, Korea, August 22, 2019
  60. Claudia Draxl
    Verification and Error Estimates in Ab-initio Calculations
    Invited talk, Symposium on Machine Learning in Materials Genome, Spetses, Greece, June 16-21, 2019