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Papers
KLay: Accelerating Arithmetic Circuits for Neurosymbolic AI
ICLR 2025
Learning from Logical Constraints with Lower- and Upper-Bound Arithmetic Circuits
IJCAI 2025
The Limits of Tractable Marginalization
ICML 2025
Graph Neural Networks and Arithmetic Circuits
NeurIPS 2024
Structured d-DNNF Is Not Closed under Negation
IJCAI 2024
Provable Guarantees on the Robustness of Decision Rules to Causal Interventions
IJCAI 2021
A New Perspective on Learning Context-Specific Independence
PGM 2020
Discriminative Non-Parametric Learning of Arithmetic Circuits
PGM 2020
Predictive Uncertainty Estimation for Tractable Deep Probabilistic Models
IJCAI 2020
Sum-Product Network Decompilation
PGM 2020
Supervised Learning with Background Knowledge
PGM 2020
On Relaxing Determinism in Arithmetic Circuits
ICML 2017
A Guide to Learning Arithmetic Circuits
COLT 2016
Discriminative Structure Learning of Arithmetic Circuits
AISTATS 2016
Tractable Operations for Arithmetic Circuits of Probabilistic Models
NeurIPS 2016
Tractable Learning for Complex Probability Queries
NeurIPS 2015
Learning Markov Networks With Arithmetic Circuits
AISTATS 2013
Approximate Inference by Compilation to Arithmetic Circuits
NeurIPS 2010