Neural Distribution Learning for generalized time-to-event prediction Sep 27, 2018 Prediction Probabilistic Programming
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Code Code Available Sinkhorn AutoEncoders Oct 2, 2018 Probabilistic Programming
Code Code Available Push: Concurrent Probabilistic Programming for Bayesian Deep Learning Jun 10, 2023 Bayesian Inference Deep Learning
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Code Code Available Efficient Probabilistic Inference in the Quest for Physics Beyond the Standard Model Jul 20, 2018 Bayesian Inference Probabilistic Programming
Code Code Available Modular Deep Probabilistic Programming May 1, 2019 Probabilistic Programming Variational Inference
Code Code Available Pyro: Deep Universal Probabilistic Programming Oct 18, 2018 GPU Probabilistic Programming
Code Code Available MultiVerse: Causal Reasoning using Importance Sampling in Probabilistic Programming Oct 17, 2019 counterfactual Counterfactual Inference
Code Code Available Etalumis: Bringing Probabilistic Programming to Scientific Simulators at Scale Jul 8, 2019 Bayesian Inference CPU
Code Code Available Differentiable Quantum Programming with Unbounded Loops Nov 8, 2022 Probabilistic Programming
Code Code Available Detecting Dependencies in Sparse, Multivariate Databases Using Probabilistic Programming and Non-parametric Bayes Nov 5, 2016 Missing Values Probabilistic Programming
Code Code Available Myopic Bayesian Design of Experiments via Posterior Sampling and Probabilistic Programming May 25, 2018 Bayesian Inference Multi-Armed Bandits
Code Code Available Exploring Bayesian approaches to eQTL mapping through probabilistic programming Jun 12, 2019 Probabilistic Programming regression
Code Code Available Compiling Stan to Generative Probabilistic Languages and Extension to Deep Probabilistic Programming Sep 30, 2018 Probabilistic Programming Representation Learning
Code Code Available Towards Verified Stochastic Variational Inference for Probabilistic Programs Jul 20, 2019 Probabilistic Programming Variational Inference
Code Code Available A New Distribution-Free Concept for Representing, Comparing, and Propagating Uncertainty in Dynamical Systems with Kernel Probabilistic Programming Nov 25, 2019 Probabilistic Programming
Code Code Available Financial Data Analysis Using Expert Bayesian Framework For Bankruptcy Prediction Oct 19, 2020 Management Medical Diagnosis
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Code Code Available A Factor Graph Approach to Automated Design of Bayesian Signal Processing Algorithms Nov 8, 2018 Bayesian Inference parameter estimation
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Code Code Available Functional Tensors for Probabilistic Programming Oct 23, 2019 Probabilistic Programming
Code Code Available Composable Effects for Flexible and Accelerated Probabilistic Programming in NumPyro Dec 24, 2019 Probabilistic Programming
Code Code Available Amortized Rejection Sampling in Universal Probabilistic Programming Oct 20, 2019 Probabilistic Programming
Code Code Available Bayesian Layers: A Module for Neural Network Uncertainty Dec 10, 2018 Gaussian Processes Machine Translation
Code Code Available An Introduction to Probabilistic Programming Sep 27, 2018 Probabilistic Programming
Code Code Available Hamiltonian Monte Carlo for Probabilistic Programs with Discontinuities Apr 7, 2018 Probabilistic Programming
Code Code Available Hamiltonian Monte Carlo Inference of Marginalized Linear Mixed-Effects Models Oct 31, 2024 Probabilistic Programming
Code Code Available Parameter elimination in particle Gibbs sampling Oct 30, 2019 Bayesian Inference Epidemiology
Code Code Available Reversible Jump Probabilistic Programming Apr 16, 2019 Bayesian Inference Code Generation
Code Code Available Borch: A Deep Universal Probabilistic Programming Language Sep 13, 2022 Probabilistic Programming
Code Code Available ZhuSuan: A Library for Bayesian Deep Learning Sep 18, 2017 Bayesian Inference Deep Learning
Code Code Available Robust leave-one-out cross-validation for high-dimensional Bayesian models Sep 19, 2022 Probabilistic Programming Vocal Bursts Intensity Prediction
Code Code Available Ice Core Dating using Probabilistic Programming Oct 29, 2022 Probabilistic Programming
Code Code Available Rotation Invariant Householder Parameterization for Bayesian PCA May 12, 2019 Probabilistic Programming
Code Code Available Unifying incidence and prevalence under a time-varying general branching process Jul 12, 2021 Epidemiology Probabilistic Programming
Code Code Available Improved Marginal Unbiased Score Expansion (MUSE) via Implicit Differentiation Sep 21, 2022 Bayesian Inference Probabilistic Programming
Code Code Available Black Box Variational Inference with a Deterministic Objective: Faster, More Accurate, and Even More Black Box Apr 11, 2023 Probabilistic Programming Stochastic Optimization
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