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Probabilistic Modeling

2591 directly classified papers

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Papers

Measuring Goal-Directedness NIPS 2024
Sourcerer: Sample-based Maximum Entropy Source Distribution Estimation NIPS 2024
Statistical and Geometrical properties of the Kernel Kullback-Leibler divergence NIPS 2024
Personalizing Reinforcement Learning from Human Feedback with Variational Preference Learning NIPS 2024
Better Batch for Deep Probabilistic Time Series Forecasting AISTATS 2024
Nonstationary Sparse Spectral Permanental Process NIPS 2024
Physics-constrained learning of PDE systems with uncertainty quantified port-Hamiltonian models L4DC 2024
Density-based User Representation using Gaussian Process Regression for Multi-interest Personalized Retrieval NIPS 2024
Preferential Normalizing Flows NIPS 2024
Estimating treatment effects from single-arm trials via latent-variable modeling AISTATS 2024
Neural Conditional Probability for Uncertainty Quantification NIPS 2024
Probabilistic Integral Circuits AISTATS 2024
Consistent and Asymptotically Unbiased Estimation of Proper Calibration Errors AISTATS 2024
Evidential Stochastic Differential Equations for Time-Aware Sequential Recommendation NIPS 2024
Generative Flow Networks as Entropy-Regularized RL AISTATS 2024
Energy-based Epistemic Uncertainty for Graph Neural Networks NIPS 2024
Accuracy-Preserving Calibration via Statistical Modeling on Probability Simplex AISTATS 2024
Modeling Latent Neural Dynamics with Gaussian Process Switching Linear Dynamical Systems NIPS 2024
Active Learning for Derivative-Based Global Sensitivity Analysis with Gaussian Processes NIPS 2024
Uncertainty quantification of set-membership estimation in control and perception: Revisiting the minimum enclosing ellipsoid L4DC 2024
Parallel-in-Time Probabilistic Numerical ODE Solvers JMLR 2024
Negative-Binomial Randomized Gamma Dynamical Systems for Heterogeneous Overdispersed Count Time Sequences IJCAI 2024
Methods for recovering conditional independence graphs (Abstract Reprint) IJCAI 2024
Taking a turn for the better: Conversation redirection throughout the course of mental-health therapy EMNLP 2024
Normalizing Flows on the Product Space of SO(3) Manifolds for Probabilistic Human Pose Modeling CVPR 2024