Research output per year
Research output per year
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Dive into the research topics where Research Center : Graz Center for Machine Learning (GraML) is active. These topic labels come from the works of this organisation's members. Together they form a unique fingerprint.
Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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AIRoV 2026 | Workshop on Physics-Informed Machine Learning and Hybrid Modeling (PhysicsML)
Geiger, B., Mücke, M. & Posch, S., 2026, Proceedings of the Austrian Symposium on AI, Robotics, and Vision.Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Open Access -
Conformal Prediction for Counterfactual Detection in Concept Learning from Synthetic Visual Patterns
Norinder, U., Lowry, S., Müller, H. & Holzinger, A., 24 Mar 2026, In: Electronics (Switzerland). 15, 7, 1346.Research output: Contribution to journal › Article › peer-review
Open Access -
Geometric and Information Compression of Representations in Deep Learning
Adilova, L., Petzka, H., Fischer, A. & Geiger, B. C., 1 Sept 2026, Machine Learning and Knowledge Discovery in Databases. Research Track - European Conference, ECML PKDD 2026, Proceedings. Ceci, M., Kocev, D., Monreale, A., Vens, C., Flach, P., Manco, G., Spiliopoulou, M. & Masciari, E. (eds.). Naples, Italy, p. 486-503 18 p. (Lecture Notes in Computer Science; vol. 16945 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Activities
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A Brief Introduction to PINNs and Their Pitfalls
Geiger, B. (Speaker)
1 Oct 2026Activity: Talk or presentation › Invited talk at conference or symposium › Science to science
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Physics-Informed Neural Networks - Promises, Pitfalls, and Applications in Welding
Geiger, B. (Keynote speaker) & Rohrhofer, F. M. (Contributor)
16 Jul 2026Activity: Talk or presentation › Invited talk at conference or symposium › Science to science
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Improving data-driven systems with differential equations – approaches and open problems
Geiger, B. (Speaker)
16 Apr 2026Activity: Talk or presentation › Invited talk at conference or symposium › Science to science