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Designing the Conceptual Landscape for a XAIR Validation Infrastructure

The workshop will be held on Wednesday, 11th December 2024 in Kaiserslautern, Germany.

DigiPass CSA expert group and KGA working group introduction (hybrid)

RPTU Kaiserslautern, LASE (building 76), Gottlieb-Daimler-Str. 76, room 76-276.

  • 10:30 - 10:45. DigiPass expert group on asset administration shell and Material Digital Passport; with input from Timm Fitschen and Gregor Tolksdorf.
  • 10:45 - 11:00. DigiPass expert group on advanced battery material life cycles and passports; with input from Salim Belouettar, Martin Horsch, and Samson Lai.
  • 11:00 - 11:15. DigiPass expert group on trust and immutability for digital product passports; with input from Natalia Konchakova and Colin Glass.
  • 11:15 - 11:30. KGA working group on explainable-AI-ready data and metadata principles; with input from Fadi Al Machot and Björn Schembera.

This is a collaborative activity of the KGA and the Horizon Europe projects co-organizing DCLXVI.

Session 1 (in person)

Fraunhofer ITWM, Fraunhofer-Platz 1, room Riemann.

  • 12:30 - 12:45. Opening.
  • 12:45 - 13:20. Mohamed El Bahnasawi, Paraskevi Fasouli, Mohamed Abdellatif, Mohamed Salem, Martin Gebser, Kyandoghere Kyamakya: A design approach to conceptualizing validation systems for XAI and balancing performance and transparency in battery health monitoring.
  • 13:20 - 13:45. Martin Thomas Horsch, Fadi Al Machot, Jadran Vrabec: Scope of physics-based simulation artefacts.

Session 2 (hybrid)

Fraunhofer ITWM, Fraunhofer-Platz 1, room Riemann.

  • 14:00 - 14:20. Colin Glass, Nico Formanek: A minimalistic definition of XAI explanations.
  • 14:20 - 14:40. Fadi Al Machot, Muhammad Uzair, Martin Thomas Horsch, Zohaib Jan, Sultan Daud Khan, Habib Ullah: Transparent AI systems (TranspNet) including ontologies, logical reasoning, and explainable ensemble learning: Adaptive feature space pruning and optimized classifier selection.
  • 14:40 - 15:00. Björn Schembera: Data, information, knowledge, wisdom, and explainable artificial intelligence.

Session 3 (hybrid)

Fraunhofer ITWM, Fraunhofer-Platz 1, room Riemann.

  • 15:15 - 15:35. Maria Bashir: FAIR and beyond: Evolving principles for modern data ecosystems.
  • 15:35 - 15:55. Fadi Al Machot, Martin Thomas Horsch, Habib Ullah: Symbolic-AI-fusion deep learning (SAIF-DL) with answer-set-programming loss penalties and a neural-symbolic approach for enhanced reasoning in neural models (ASPER).
  • 15:55 - 16:15. Muhammad Fahad, Faouzi Alaya Cheikh, Mohib Ullah, Saif Hassan: Enhancing interpretability in gastrointestinal disease detection: A comparative analysis of deep learning architectures and explainable AI.

AI4Work is funded from the EC's Horizon Europe research and innovation programme under GA no. 101135990.
BatCAT is funded from the EC's Horizon Europe research and innovation programme under GA no. 101137725.
DigiPass CSA is funded from the EC's Horizon Europe research and innovation programme under GA no. 101138510.