Research output per year
Research output per year
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Dive into the research topics where Christian Knoll is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Active Bayesian Causal Inference
Toth, C., Lorch, L., Knoll, C., Krause, A., Pernkopf, F., Peharz, R. & von Kügelgen, J., 2022, (Accepted/In press) NeurIPS 2022 .Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
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Fixing the Bethe Approximation: How Structural Modifications in a Graph Improve Belief Propagation
Leisenberger, H., Pernkopf, F. & Knoll, C., 2022, Proceedings of the 38th Conference on Uncertainty in Artificial Intelligence (UAI 2022): Uncertainty in Artificial Intelligence, 1-5 August 2022, Eindhoven, The Netherlands. p. 1085–1095 (Proceedings of Machine Learning Research ; vol. 180).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Open Access -
Self-Guided Belief Propagation – a Homotopy Continuation Method
Knoll, C., Weller, A. & Pernkopf, F., 2022, (E-pub ahead of print) In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 2022, p. 1-18 18 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Convergence Behavior of Belief Propagation: Estimating Regions of Attraction via Lyapunov Functions
Leisenberger, H., Knoll, C., Seeber, R. & Pernkopf, F., 27 Jul 2021, 37th Conference on Uncertainty in Artificial Intelligence. p. 1863-1873 (Proceedings of Machine Learning Research; vol. 161).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
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Distribution Mismatch Correction for Improved Robustness in Deep Neural Networks
Fuchs, A., Knoll, C. & Pernkopf, F., 2021.Research output: Contribution to conference › Paper › peer-review
Activities
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Active Bayesian Causal Inference
Christian Toth (Speaker), Christian Knoll (Speaker) & Robert Peharz (Speaker)
29 Nov 2022Activity: Talk or presentation › Poster presentation › Science to science
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Probabilistic Inference, Message Passing, and Hybrid Models
Christian Knoll (Speaker)
10 Nov 2021Activity: Talk or presentation › Invited talk › Science to science
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Guided Selection of Accurate Belief Propagation Fixed Points
Christian Knoll (Speaker)
14 Dec 2019Activity: Talk or presentation › Poster presentation › Science to science
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Belief Propagation: Accurate Marginals or Accurate Partition Function -- Where is the Difference?
Christian Knoll (Speaker)
23 Jul 2019Activity: Talk or presentation › Talk at conference or symposium › Science to science
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On Loopy Belief Propagation – Local Stability Analysis for Non-Vanishing Fields
Christian Knoll (Speaker)
12 Aug 2017Activity: Talk or presentation › Talk at conference or symposium › Science to science
Prizes
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Josef Krainer Förderungspreis
Knoll, Christian (Recipient), 17 Feb 2022
Prize: Prizes / Medals / Awards
Projects
- 1 Finished
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Dependable Internet of Things
Boano, C. A., Kubin, G., Bloem, R., Horn, M., Pernkopf, F., Zakany, N., Mangard, S., Witrisal, K., Römer, K. U., Aichernig, B., Bösch, W., Baunach, M. C., Tappler, M., Malenko, M., Weiser, S., Eichlseder, M., Leitinger, E., Grosinger, J., Großwindhager, B., Ebrahimi, M., Alothman Alterkawi, A. B., Knoll, C., Teschl, R., Saukh, O., Rath, M., Steinberger, M., Steinbauer-Wagner, G. & Tranninger, M.
1/01/16 → 31/03/22
Project: Research project