probabilistic-circuits 19 sum-product-networks 9 tractable-inference 6 tractable-queries 4 symmetry 3 permutation-invariance 3 exchangeability 3 deep-learning 3 probabilistic-models 3 tractable-models 3 probabilistic-reasoning 3 machine-learning 2 circuits 2 graphs 2 molecule-generation 2 pytorch 2 generative-model 2 probabilistic-inference 2 julia 2 tensor-networks 2 knowledge-graph-embeddings 1 tree-structured-graphs 1 finite-random-sets 1 finite-point-processes 1 molecular-graphs 1 regularization 1 density-estimation 1 link-prediction 1 gmm 1 mixture-models 1 negative-gmm 1 uncertainty-propagation 1 probabilistic-programming 1 squared-circuit 1 probabilistic-graphical-models 1 bayesian-networks 1 latex-beamer 1 probabilistic-machine-learning 1 probabilistic-modeling 1 tensor-net 1 tensor-network-decompositions 1 normalizing-flows 1 molecular-graph 1 approximate-inference 1 graphical-models 1 variational-inference 1 low-rank 1 low-rank-approximation 1 tensor 1 tensor-factorization 1 tensor-factorizations 1 tensors 1 gaussian-processes 1 julia-language 1 latent-variable-models 1