עקוב אחר
Christian Knoll
Christian Knoll
Senior Researcher at Graz University of Technology
כתובת אימייל מאומתת בדומיין ieee.org
כותרת
צוטט על ידי
צוטט על ידי
שנה
Message scheduling methods for belief propagation
C Knoll, M Rath, S Tschiatschek, F Pernkopf
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2015
212015
On Loopy Belief Propagation–Local Stability Analysis for Non-Vanishing Fields
C Knoll, F Pernkopf
Uncertainty in Artificial Intelligence, 2017
192017
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
182017
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
152022
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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מאמרים 1–20