probabilistic programming

A Framework for Belief-based Programs and Their Verification (Abstract Reprint) AAAI 2026 Prediction of Hospital Associated Infections During Continuous Hospital Stays AAAI 2026 posteriordb: Testing, Benchmarking and Developing Bayesian Inference Algorithms AISTATS 2025 Resource-Rational Noisy-Channel Language Processing: Testing the Effect of Algorithmic Constraints on Inferences EMNLP 2025 Automated Efficient Estimation using Monte Carlo Efficient Influence Functions NeurIPS 2024 Beyond Bayesian Model Averaging over Paths in Probabilistic Programs with Stochastic Support AISTATS 2024 Black Box Variational Inference with a Deterministic Objective: Faster, More Accurate, and Even More Black Box JMLR 2024 Hamiltonian Monte Carlo Inference of Marginalized Linear Mixed-Effects Models NeurIPS 2024 A Heavy-Tailed Algebra for Probabilistic Programming NeurIPS 2023 Automatically marginalized MCMC in probabilistic programming ICML 2023 Data-Driven Invariant Learning for Probabilistic Programs (Extended Abstract) IJCAI 2023 Exact Bayesian Inference on Discrete Models via Probability Generating Functions: A Probabilistic Programming Approach NeurIPS 2023 On the Estimation of Gaussian Mixture Copula Models ICML 2023 Probabilistic Programs as an Action Description Language AAAI 2023 Scaling integer arithmetic in probabilistic programs UAI 2023 SMCP3: Sequential Monte Carlo with Probabilistic Program Proposals AISTATS 2023 Amortized Rejection Sampling in Universal Probabilistic Programming AISTATS 2022 Bayesian Object Models for Robotic Interaction with Differentiable Probabilistic Programming CoRL 2022 Expectation programming: Adapting probabilistic programming systems to estimate expectations efficiently UAI 2022 Foundation Posteriors for Approximate Probabilistic Inference NeurIPS 2022 Nonparametric Involutive Markov Chain Monte Carlo ICML 2022 Rethinking Variational Inference for Probabilistic Programs with Stochastic Support NeurIPS 2022 Surrogate Likelihoods for Variational Annealed Importance Sampling ICML 2022 Tensor Program Optimization with Probabilistic Programs NeurIPS 2022 3DP3: 3D Scene Perception via Probabilistic Programming NeurIPS 2021