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Collaborations and top research areas from the last five years
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Bayesian Parameter Estimation and Uncertainty Quantification for 1D Low-Element Thermal Networks
Findenig, C., Mitterhuber-Gressl, L. M., Magnien, J., Peharz, R. & Mücke, M., 25 Sept 2025, 31st International Workshop on Thermal Investigations of ICs and Systems, THERMINIC 2025 - Proceedings. IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
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Deep Polynomial Chaos Expansion
Exenberger, J., Ranftl, S. & Peharz, R., 25 Jul 2025, 8th Workshop on Tractable Probabilistic Modeling, UAI 2025.Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
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Effective Bayesian Causal Inference via Structural Marginalisation and Autoregressive Orders
Toth, C., Knoll, C., Pernkopf, F. & Peharz, R., 2025, AISTATS.Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
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Probabilistic Circuits as Reasoning Machines in Artificial Intelligence
Peharz, R., 1 May 2025Research output: Thesis › Habilitation
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What is the Relationship between Tensor Factorizations and Circuits (and How Can We Exploit it)?
Loconte, L., Mari, A., Gala, G., Peharz, R., de Campos, C., Quaeghebeur, E., Vessio, G. & Vergari, A., 2025, In: Transactions on Machine Learning Research. 2025Research output: Contribution to journal › Article › peer-review
Activities
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AIRoV – Austrian Symposium on AI, Robotics, and Vision
Peharz, R. (Organiser)
7 Jul 2025 → 11 Jul 2025Activity: Participation in or organisation of › Workshop, seminar or course (Participation in/Organisation of)
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Dagstuhl Seminar: A Roadmap Towards Practical Applications of Neurosymbolic Learning and Reasoning
Peharz, R. (Participant)
2 Nov 2025 → 7 Nov 2025Activity: Participation in or organisation of › Workshop, seminar or course (Participation in/Organisation of)
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Bilateral AI Industry Day TU Graz
Peharz, R. (Organiser)
3 Oct 2025Activity: Participation in or organisation of › Workshop, seminar or course (Participation in/Organisation of)
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Probabilistic circuits: progress and challenges
Peharz, R. (Speaker)
19 Sept 2024Activity: Talk or presentation › Talk at conference or symposium › Science to science
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Probabilistic Circuits: Tractable Representations for Learning and Reasoning
Peharz, R. (Speaker)
15 Jul 2024 → 19 Jul 2024Activity: Talk or presentation › Talk at workshop, seminar or course › Science to science
Prizes
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Best Paper Award at the 8th Workshop on Tractable Probabilistic Modeling (TPM)
Exenberger, J. (Recipient), Ranftl, S. (Recipient) & Peharz, R. (Recipient), 25 Jul 2025
Prize: Prizes / Medals / Awards
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Interspeech: Best Paper invited to SPECOM
Pernkopf, F. (Recipient), Peharz, R. (Recipient), Stylianou, Y. (Recipient) & Stark, M. (Recipient), 20 Sept 2010
Prize: Prizes / Medals / Awards
Press/Media
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„Helle Köpfe“ Wie Ewigkeitschemikalien abbaubar werden sollen
Kratzer, R., Jarke, P., Peharz, R., Kracher, D., Kourist, R. & Oberdorfer, G.
30/05/24
1 Media contribution
Press/Media: Press / Media
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TU Graz bündelt ihre Kräfte in Biotechnologie und Künstlicher Intelligenz
Jarke, P., Kratzer, R., Kracher, D., Peharz, R., Kourist, R. & Oberdorfer, G.
8/05/24
1 Media contribution
Press/Media: Press / Media
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FFG - rigor - Towards reproducible, transparent, and valid AI methods for buildings and cities
Peharz, R. (Project manager on research unit)
1/01/26 → 31/12/26
Project: Research project
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FWF - TraCause - Tractable Neuro-Causal Models
Peharz, R. (Consortium manager resp. coordinator with external organisations) & Peharz, R. (Project manager on research unit)
1/12/25 → 30/11/28
Project: Research project
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VENTUS - Causal, Probabilistic and Physics-Informed Machine Learning for Diagnosis and Predictive Maintenance in Wind Turbines
Albert, C. (Project manager on research unit), Peharz, R. (Consortium manager resp. coordinator with external organisations), Ranftl, S. (Project manager on research unit), Peharz, R. (Project manager on research unit) & Peharz, R. (Consortium manager resp. coordinator of internal research units)
1/09/24 → 31/08/27
Project: Research project
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EU - NEO - Next Generation Molecular Data Storage
Pock, T. (Project manager on research unit), Peharz, R. (Project manager on research unit) & Peharz, R. (Consortium manager resp. coordinator of internal research units)
1/10/23 → 30/09/26
Project: Research project
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EU - VanillaFlow - Artificial Intelligence Guided Development of Vanilla-based Flow Batteries
Hirn, U. (Consortium manager resp. coordinator of internal research units), Hirn, U. (Project manager on research unit), Breinbauer, R. (Project manager on research unit), Pichler, H. (Project manager on research unit), Getzinger, G. (Project manager on research unit), Peharz, R. (Project manager on research unit) & Hirn, U. (Consortium manager resp. coordinator with external organisations)
1/09/23 → 31/08/26
Project: Research project