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Christian Knoll
Christian Knoll
Levata GmbH
Bestätigte E-Mail-Adresse bei ieee.org
Titel
Zitiert von
Zitiert von
Jahr
Message scheduling methods for belief propagation
C Knoll, M Rath, S Tschiatschek, F Pernkopf
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2015
232015
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
192017
On Loopy Belief Propagation–Local Stability Analysis for Non-Vanishing Fields
C Knoll, F Pernkopf
Uncertainty in Artificial Intelligence, 2017
192017
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
172022
Belief propagation: Accurate marginals or accurate partition function–where is the difference?
C Knoll, F Pernkopf
Uncertainty in Artificial Intelligence, 627-636, 2020
92020
Self-Guided Belief Propagation--A Homotopy Continuation Method
C Knoll, A Weller, F Pernkopf
arXiv preprint arXiv:1812.01339, 2018
92018
Distribution mismatch correction for improved robustness in deep neural networks
A Fuchs, C Knoll, F Pernkopf
arXiv preprint arXiv:2110.01955, 2021
52021
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
32021
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
22022
Understanding the Behavior of Belief Propagation: Convergence Properties, Approximation Quality, and Solution Space Analysis
C Knoll
2*
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
12023
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
Reliable Belief Propagation: Recent Theoretical and Practical Advances
C Knoll, F Pernkopf
2023 IEEE 33rd International Workshop on Machine Learning for Signal …, 2023
2023
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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