Signal Processing and Speech Communication Laboratory
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Christian Toth

Room number
IDEG074
Telephone number
  • office: +43 316 873 - 4365
Position
Research and Teaching Associates
Email
christian.toth@tugraz.at

Christian Toth received his Dipl. Ing. degree in Information and Computer Engineering from Graz University of Technology in 2020. He is currently pursuing a Ph.D. under the supervision of Franz Pernkopf and Robert Peharz. His research interests include causal inference, structure learning, Bayesian methods and probabilistic modeling.


Courses
Student Projects
PhD Thesis
Publications
  • Conference paper Toth C., Knoll C., Pernkopf F. & Peharz R. (2025) Effective Bayesian Causal Inference via Structural Marginalisation and Autoregressive Orders. in 28th International Conference on Artificial Intelligence and Statistics, AISTATS 2025. [more info]
  • Conference paper Toth C., Knoll C., Pernkopf F. & Peharz R. (2024) Effective Bayesian Causal Inference via Structural Marginalisation and Autoregressive Orders. in 2nd SPIGM - ICML 2024 Workshop on Structured Probabilistic Inference & Generative Modeling. [more info]
  • Conference paper Toth C., Lorch L., Knoll C., Krause A., Pernkopf F., Peharz R. & Kügelgen J. (2023) Active Bayesian Causal Inference. in 36th Conference on Neural Information Processing Systems. [more info]
  • Journal article Toth C., Helic D. & Geiger B. (2022) Synwalk: community detection via random walk modelling. in Data Mining and Knowledge Discovery, 36(2), p. 739-780. [more info] [doi]