Message Scheduling Methods for Belief Propagation. - Christian Knoll 002; Michael Rath 001; Sebastian Tschiatschek; Franz Pernkopf (ECML/PKDD (2), 2015)

The Muculants - a Higher-Order Statistical Approach. - Christian Knoll 002; Bernhard C. Geiger; Gernot Kubin (CoRR, 2015)

On Loopy Belief Propagation - Local Stability Analysis for Non-Vanishing Fields. - Christian Knoll 002; Franz Pernkopf (UAI, 2017)

Self-Guided Belief Propagation - A Homotopy Continuation Method. - Christian Knoll 002; Florian Kulmer; Franz Pernkopf (CoRR, 2018)

Fixed Points of Belief Propagation - An Analysis via Polynomial Homotopy Continuation. - Christian Knoll 002; Dhagash Mehta; Tianran Chen; Franz Pernkopf (IEEE Trans. Pattern Anal. Mach. Intell., 2018)

Belief Propagation: Accurate Marginals or Accurate Partition Function - Where is the Difference? - Christian Knoll 002; Franz Pernkopf (UAI, 2019)

Convergence behavior of belief propagation: estimating regions of attraction via Lyapunov functions. - Harald Leisenberger; Christian Knoll 002; Richard Seeber; Franz Pernkopf (UAI, 2021)

Distribution Mismatch Correction for Improved Robustness in Deep Neural Networks. - Alexander Fuchs 009; Christian Knoll 002; Franz Pernkopf (CoRR, 2021)

Active Bayesian Causal Inference. - Christian Toth; Lars Lorch; Christian Knoll 002; Andreas Krause 001; Franz Pernkopf; Robert Peharz; Julius von Kügelgen (NeurIPS, 2022)

Fixing the Bethe approximation: How structural modifications in a graph improve belief propagation. - Harald Leisenberger; Franz Pernkopf; Christian Knoll 002 (UAI, 2022)

Understanding the Behavior of Belief Propagation. - Christian Knoll 002 (CoRR, 2022)

Self-Attention for Enhanced OAMP Detection in MIMO Systems. - Alexander Fuchs 009; Christian Knoll 002; Nima N. Moghadam; Alexey Pak; Jinliang Huang; Erik Leitinger; Franz Pernkopf (ICASSP, 2023)

Reliable Belief Propagation: Recent Theoretical and Practical Advances. - Christian Knoll 002; Franz Pernkopf (MLSP, 2023)

Self-Guided Belief Propagation - A Homotopy Continuation Method. - Christian Knoll 002; Adrian Weller; Franz Pernkopf (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

On Loopy Belief Propagation for SASCAs: An Analysis and Empirical Study of the Inference Problem. - Rishub Nagpal; Gaëtan Cassiers; Robert Primas; Christian Knoll 002; Franz Pernkopf; Stefan Mangard (IACR Commun. Cryptol., 2024)

Rao-Blackwellising Bayesian Causal Inference. - Christian Toth; Christian Knoll 002; Franz Pernkopf; Robert Peharz (CoRR, 2024)

On the Convexity and Reliability of the Bethe Free Energy Approximation. - Harald Leisenberger; Christian Knoll 002; Franz Pernkopf (CoRR, 2024)

Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles. - Sophie Steger; Christian Knoll 002; Bernhard Klein; Holger Fröning; Franz Pernkopf (CoRR, 2024)

Effective Bayesian Causal Inference via Structural Marginalisation and Autoregressive Orders. - Christian Toth; Christian Knoll 002; Franz Pernkopf; Robert Peharz (AISTATS, 2025)