6 citations · 11 across the 7 of their papers we have counts for
4 papers · 1 filter
On the Complexity of Identification in Linear Structural Causal Models
Julian Dörfler, Benito van der Zander, Markus Bläser +1
Learning the unknown causal parameters of a linear structural causal model is a fundamental task in causal analysis. The task, known as the problem of identification, asks to estim…
The Existential Theory of the Reals with Summation Operators
Markus Bläser, Julian Dörfler, Maciej Liskiewicz +1
To characterize the computational complexity of satisfiability problems for probabilistic and causal reasoning within the Pearl's Causal Hierarchy, arXiv:2305.09508 [cs.AI] introdu…
Probabilistic Generating Circuits -- Demystified
Sanyam Agarwal, Markus Bläser
Zhang et al. (ICML 2021, PLMR 139, pp. 12447-1245) introduced probabilistic generating circuits (PGCs) as a probabilistic model to unify probabilistic circuits (PCs) and determinan…
PosSLP and Sum of Squares
Markus Bläser, Julian Dörfler, Gorav Jindal
The problem PosSLP is the problem of determining whether a given straight-line program (SLP) computes a positive integer. PosSLP was introduced by Allender et al. to study the comp…