Christian Knoll

21 papers A* 1A 5Misc 1Journal 12Unranked 2
YearRankTypeTitle / Venue / Authors
2025 A conf
Effective Bayesian Causal Inference via Structural Marginalisation and Autoregressive Orders.
AISTATS
Christian Toth, Christian Knoll, Franz Pernkopf, Robert Peharz
2024 J jnl
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles.
CoRR
Sophie Steger, Christian Knoll, Bernhard Klein, Holger Fröning, Franz Pernkopf
2024 J jnl
On Loopy Belief Propagation for SASCAs: An Analysis and Empirical Study of the Inference Problem.
IACR Commun. Cryptol.
Rishub Nagpal, Gaëtan Cassiers, Robert Primas, Christian Knoll, Franz Pernkopf, Stefan Mangard
2024 J jnl
On the Convexity and Reliability of the Bethe Free Energy Approximation.
CoRR
Harald Leisenberger, Christian Knoll, Franz Pernkopf
2024 J jnl
Rao-Blackwellising Bayesian Causal Inference.
CoRR
Christian Toth, Christian Knoll, Franz Pernkopf, Robert Peharz
2023 — conf
Reliable Belief Propagation: Recent Theoretical and Practical Advances.
MLSP
Christian Knoll, Franz Pernkopf
2023 Misc conf
Self-Attention for Enhanced OAMP Detection in MIMO Systems.
ICASSP
Alexander Fuchs, Christian Knoll, Nima N. Moghadam, Alexey Pak, Jinliang Huang, Erik Leitinger, Franz Pernkopf
2023 J jnl
Self-Guided Belief Propagation - A Homotopy Continuation Method.
IEEE Trans. Pattern Anal. Mach. Intell.
Christian Knoll, Adrian Weller, Franz Pernkopf
2023 J jnl
Self-attention for Enhanced OAMP Detection in MIMO Systems.
CoRR
Alexander Fuchs, Christian Knoll, Nima N. Moghadam, Alexey Pak, Jinliang Huang, Erik Leitinger, Franz Pernkopf
2022 A* conf
Active Bayesian Causal Inference.
NeurIPS
Christian Toth, Lars Lorch, Christian Knoll, Andreas Krause, Franz Pernkopf, Robert Peharz, Julius von Kügelgen
2022 J jnl
Active Bayesian Causal Inference.
CoRR
Christian Toth, Lars Lorch, Christian Knoll, Andreas Krause, Franz Pernkopf, Robert Peharz, Julius von Kügelgen
2022 A conf
Fixing the Bethe approximation: How structural modifications in a graph improve belief propagation.
UAI
Harald Leisenberger, Franz Pernkopf, Christian Knoll
2022 J jnl
Understanding the Behavior of Belief Propagation.
CoRR
Christian Knoll
2021 A conf
Convergence behavior of belief propagation: estimating regions of attraction via Lyapunov functions.
UAI
Harald Leisenberger, Christian Knoll, Richard Seeber, Franz Pernkopf
2021 J jnl
Distribution Mismatch Correction for Improved Robustness in Deep Neural Networks.
CoRR
Alexander Fuchs, Christian Knoll, Franz Pernkopf
2019 A conf
Belief Propagation: Accurate Marginals or Accurate Partition Function - Where is the Difference?
UAI
Christian Knoll, Franz Pernkopf
2018 J jnl
Fixed Points of Belief Propagation - An Analysis via Polynomial Homotopy Continuation.
IEEE Trans. Pattern Anal. Mach. Intell.
Christian Knoll, Dhagash Mehta, Tianran Chen, Franz Pernkopf
2018 J jnl
Self-Guided Belief Propagation - A Homotopy Continuation Method.
CoRR
Christian Knoll, Florian Kulmer, Franz Pernkopf
2017 A conf
On Loopy Belief Propagation - Local Stability Analysis for Non-Vanishing Fields.
UAI
Christian Knoll, Franz Pernkopf
2015 — conf
Message Scheduling Methods for Belief Propagation.
ECML/PKDD (2)
Christian Knoll, Michael Rath, Sebastian Tschiatschek, Franz Pernkopf
2015 J jnl
The Muculants - a Higher-Order Statistical Approach.
CoRR
Christian Knoll, Bernhard C. Geiger, Gernot Kubin