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Christian Knoll
Christian Knoll
Senior Researcher at Graz University of Technology
Verified email at ieee.org
Title
Cited by
Cited by
Year
Fixed points of belief propagation—an analysis via polynomial homotopy continuation
C Knoll, D Mehta, T Chen, F Pernkopf
IEEE Transactions on Pattern Analysis and Machine Intelligence 40 (9), 2124-2136, 2017
172017
Message scheduling methods for belief propagation
C Knoll, M Rath, S Tschiatschek, F Pernkopf
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2015
172015
On Loopy Belief Propagation–Local Stability Analysis for Non-Vanishing Fields
C Knoll, F Pernkopf
Uncertainty in Artificial Intelligence, 2017
162017
Active bayesian causal inference
C Toth, L Lorch, C Knoll, A Krause, F Pernkopf, R Peharz, J Von Kügelgen
Advances in Neural Information Processing Systems 35, 16261-16275, 2022
102022
Belief propagation: Accurate marginals or accurate partition function–where is the difference?
C Knoll, F Pernkopf
Uncertainty in Artificial Intelligence, 627-636, 2020
72020
Self-Guided Belief Propagation--A Homotopy Continuation Method
C Knoll, A Weller, F Pernkopf
arXiv preprint arXiv:1812.01339, 2018
72018
Distribution mismatch correction for improved robustness in deep neural networks
A Fuchs, C Knoll, F Pernkopf
arXiv preprint arXiv:2110.01955, 2021
42021
Convergence behavior of belief propagation: estimating regions of attraction via Lyapunov functions
H Leisenberger, C Knoll, R Seeber, F Pernkopf
Uncertainty in Artificial Intelligence, 1863-1873, 2021
12021
Fixed point solutions of belief propagation
C Knoll, F Pernkopf, D Mehta, T Chen
NIPS-Workshop: Advances in Approximate Bayesian Inference, 2016
12016
The Muculants–a Higher-Order Statistical Approach
C Knoll, BC Geiger, G Kubin
arXiv preprint arXiv:1506.04518, 2015
12015
Understanding the Behavior of Belief Propagation: Convergence Properties, Approximation Quality, and Solution Space Analysis
C Knoll
1*
Self-Attention for Enhanced OAMP Detection in MIMO Systems
A Fuchs, C Knoll, NN Moghadam, A Pak, J Huang, E Leitinger, F Pernkopf
ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023
2023
Fixing the Bethe approximation: How structural modifications in a graph improve belief propagation
H Leisenberger, F Pernkopf, C Knoll
Uncertainty in Artificial Intelligence, 1085-1095, 2022
2022
Guided Selection of Accurate Belief Propagation Fixed Points
C Knoll, F Kulmer, F Pernkopf
Machine Learning and the Physical Sciences, 2019
2019
Multirate Signal Processing
C Knoll, J Kulmer, F Pernkopf, M Rauter, C Feldbauer, K Witrisal, E Rank
2018
Cepstral Analysis of Random Variables: Muculants
C Knoll, BC Geiger, G Kubin
arXiv preprint arXiv:1506.04518, 2015
2015
Alternative Descriptions for Random Variables
C Knoll, DIB Geiger
2014
NNLS and NMF
C Knoll, J Mangelberger
2012
Discrete Fourier Transform
C Knoll, J Kulmer, C Stetco
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