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Probabilistic Modeling

2,599 papers

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Papers

Neural McKean-Vlasov Processes: Distributional Dependence in Diffusion Processes AISTATS 2024
Minimax optimal density estimation using a shallow generative model with a one-dimensional latent variable AISTATS 2024
Theory-guided Message Passing Neural Network for Probabilistic Inference AISTATS 2024
Beyond Bayesian Model Averaging over Paths in Probabilistic Programs with Stochastic Support AISTATS 2024
Data-Adaptive Probabilistic Likelihood Approximation for Ordinary Differential Equations AISTATS 2024
Efficiently Computable Safety Bounds for Gaussian Processes in Active Learning AISTATS 2024
Integrating Uncertainty Awareness into Conformalized Quantile Regression AISTATS 2024
Accuracy-Preserving Calibration via Statistical Modeling on Probability Simplex AISTATS 2024
Variational Gaussian Process Diffusion Processes AISTATS 2024
Robust Approximate Sampling via Stochastic Gradient Barker Dynamics AISTATS 2024
Probabilistic Integral Circuits AISTATS 2024
Backward Filtering Forward Deciding in Linear Non-Gaussian State Space Models AISTATS 2024
Joint Selection: Adaptively Incorporating Public Information for Private Synthetic Data AISTATS 2024
Learning to Solve the Constrained Most Probable Explanation Task in Probabilistic Graphical Models AISTATS 2024
Estimating treatment effects from single-arm trials via latent-variable modeling AISTATS 2024
Consistent and Asymptotically Unbiased Estimation of Proper Calibration Errors AISTATS 2024
Hodge-Compositional Edge Gaussian Processes AISTATS 2024
LP-based Construction of DC Decompositions for Efficient Inference of Markov Random Fields AISTATS 2024
On cyclical MCMC sampling AISTATS 2024
Generative Flow Networks as Entropy-Regularized RL AISTATS 2024
Simulation-Based Stacking AISTATS 2024
Probabilistic Modeling for Sequences of Sets in Continuous-Time AISTATS 2024
The AL$\ell_0$CORE Tensor Decomposition for Sparse Count Data AISTATS 2024
Warped Diffusion for Latent Differentiation Inference AISTATS 2024
Testing exchangeability by pairwise betting AISTATS 2024