probabilistic-programming 4 bayesian-networks 2 sampling 2 python 2 uncertainty-quantification 1 probability 1 probabilistic-graphical-models 1 knowledge-compilation 1 arithmetic-circuits 1 sampling-methods 1 mcmc 1 markov-chain-monte-carlo 1 hmc 1 hamiltonian-monte-carlo 1 delayed-rejection-adaptive-metropolis 1 delayed-rejection 1 adaptive-metropolis 1 HMC 1 causal-discovery 1 system-identification 1 state-estimation 1 parameter-estimation 1 nonlinear-dynamics 1 kalman-filtering 1 gaussian-filters 1 bayesian-inference 1 probabilistic inference 1 stochastic dynamics 1 model uncertainty 1 DMD 1 filtering 1 dynamics 1 dynamical systems 1 system identification 1 Bayesian inference 1 causal-effect 1 causal-identification 1 causal-inference 1 causal-models 1 causal-prediction 1 causal-validation 1 graphical-models 1 hackoctoberfest 1 mixed-data 1 simulation 1 synthetic-data 1 probabilistic-modeling 1 tractable-models 1 probabilistic-circuits 1 probabilistic-machine-learning 1 probabilistic-reasoning 1 tensor-network-decompositions 1 tractable-inference 1 tensor-net 1 pldi 1 programming-languages 1 sum-product-networks 1 Markov chain Monte Carlo 1 MCMC 1 Metropolis-Hastings 1 delayed rejection 1 adaptive Metropolis 1 delayed rejection adaptive Metropolis 1 Hamiltonian Monte Carlo 1 Hybrid Monte Carlo 1