Christian Knoll

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 10

Top Topics

Belief Propagation

Bethe Free Energy

Tree Reweighted

Top Venues

IEEE Trans. Pattern Anal. Mach. Intell.

Publications

Harald Leisenberger, Christian Knoll, Franz Pernkopf
On the Convexity and Reliability of the Bethe Free Energy Approximation. CoRR (2024)
Christian Toth, Christian Knoll, Franz Pernkopf, Robert Peharz
Rao-Blackwellising Bayesian Causal Inference. CoRR (2024)
Alexander Fuchs, Christian Knoll, Nima N. Moghadam, Alexey Pak, Jinliang Huang, Erik Leitinger, Franz Pernkopf
Self-Attention for Enhanced OAMP Detection in MIMO Systems. ICASSP (2023)
Alexander Fuchs, Christian Knoll, Nima N. Moghadam, Alexey Pak, Jinliang Huang, Erik Leitinger, Franz Pernkopf
Self-attention for Enhanced OAMP Detection in MIMO Systems. CoRR (2023)
Christian Knoll, Franz Pernkopf
Reliable Belief Propagation: Recent Theoretical and Practical Advances. MLSP (2023)
Christian Knoll, Adrian Weller, Franz Pernkopf
Self-Guided Belief Propagation - A Homotopy Continuation Method. IEEE Trans. Pattern Anal. Mach. Intell. 45 (4) (2023)
Christian Toth, Lars Lorch, Christian Knoll, Andreas Krause, Franz Pernkopf, Robert Peharz, Julius von Kügelgen
Active Bayesian Causal Inference. CoRR (2022)
Christian Knoll
Understanding the Behavior of Belief Propagation. CoRR (2022)
Christian Toth, Lars Lorch, Christian Knoll, Andreas Krause, Franz Pernkopf, Robert Peharz, Julius von Kügelgen
Active Bayesian Causal Inference. NeurIPS (2022)
Harald Leisenberger, Franz Pernkopf, Christian Knoll
Fixing the Bethe approximation: How structural modifications in a graph improve belief propagation. UAI (2022)