Christian Knoll
5 papers · 2019–2025 · 3 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird πΊοΈ Taxonomy Completionist (14) π§ Keyword Pioneer π Conference Polyglot (3) π Academic Marathon (6)
π
Cross-Pollinator
(13)
π
Interdisciplinary Bridge
π
Conference Pioneer
β
The Questioner
Conferences
UAI (3)
AISTATS (1)
NIPS (1)
Top co-authors
Keywords
belief propagation
(3)
graphical model
(2)
bayesian inference
(1)
probabilistic inference
(1)
graph theory
(1)
causal discovery
(1)
gaussian process
(1)
partition function
(1)
lyapunov function
(1)
bethe approximation
(1)
probabilistic graphical model
(1)
marginal distribution
(1)
fixed point
(1)
interventional datum
(1)
region of attraction
(1)
bayesian causal inference
(1)
active learning
(1)
polynomial sum-of-squares
(1)
causal reasoning
(1)
Papers
Effective Bayesian Causal Inference via Structural Marginalisation and Autoregressive Orders
AISTATS 2025
Active Bayesian Causal Inference
NIPS 2022
Fixing the Bethe approximation: How structural modifications in a graph improve belief propagation
UAI 2022
Convergence behavior of belief propagation: estimating regions of attraction via Lyapunov functions
UAI 2021
Belief Propagation: Accurate Marginals or Accurate Partition Function β Where is the Difference?
UAI 2019