conftrace_

probabilistic programming

87 papers

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PPS PP

Co-occurring keywords

bayesian inference (1907) markov chain monte carlo (725) variational inference (2069) generative model (2892) graphical model (864) sequential monte carlo (90) hamiltonian monte carlo (92) amortized inference (102) inference compilation (5) posterior inference (138)

Papers

Latent Topic Networks: A Versatile Probabilistic Programming Framework for Topic Models ICML 2015
Picture: A Probabilistic Programming Language for Scene Perception CVPR 2015
Automatic Variational Inference in Stan NIPS 2015
Generating Efficient MCMC Kernels from Probabilistic Programs AISTATS 2014
A New Approach to Probabilistic Programming Inference AISTATS 2014
A Compilation Target for Probabilistic Programming Languages ICML 2014
Augur: Data-Parallel Probabilistic Modeling NIPS 2014
Approximate Bayesian Image Interpretation using Generative Probabilistic Graphics Programs NIPS 2013
Efficiently Sampling Probabilistic Programs via Program Analysis AISTATS 2013
Nonstandard Interpretations of Probabilistic Programs for Efficient Inference NIPS 2011
Lightweight Implementations of Probabilistic Programming Languages Via Transformational Compilation AISTATS 2011
FACTORIE: Probabilistic Programming via Imperatively Defined Factor Graphs NIPS 2009