808 citations · 1.4k across the 52 of their papers we have counts for
Showing 2012Show all
3 papers · 1 filter
cs.AI2012★ 28 cited
Markov Chains on Orbits of Permutation Groups
Mathias Niepert
We present a novel approach to detecting and utilizing symmetries in probabilistic graphical models with two main contributions. First, we present a scalable approach to computing…
cs.AI2012★ 9 cited
Logical Inference Algorithms and Matrix Representations for Probabilistic Conditional Independence
Mathias Niepert
Logical inference algorithms for conditional independence (CI) statements have important applications from testing consistency during knowledge elicitation to constraintbased struc…
cs.AI2012★ 5 cited
A Delayed Column Generation Strategy for Exact k-Bounded MAP Inference in Markov Logic Networks
Mathias Niepert
The paper introduces k-bounded MAP inference, a parameterization of MAP inference in Markov logic networks. k-Bounded MAP states are MAP states with at most k active ground atoms o…