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Probabilistic Modeling

2591 directly classified papers

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Papers

Training Normalizing Flows from Dependent Data ICML 2023
Recovering Top-Two Answers and Confusion Probability in Multi-Choice Crowdsourcing ICML 2023
Efficient Transformed Gaussian Processes for Non-Stationary Dependent Multi-class Classification ICML 2023
Delving Into Discrete Normalizing Flows on SO(3) Manifold for Probabilistic Rotation Modeling CVPR 2023
Linear Time GPs for Inferring Latent Trajectories from Neural Spike Trains ICML 2023
Local Implicit Normalizing Flow for Arbitrary-Scale Image Super-Resolution CVPR 2023
User-defined Event Sampling and Uncertainty Quantification in Diffusion Models for Physical Dynamical Systems ICML 2023
Tangentially Elongated Gaussian Belief Propagation for Event-Based Incremental Optical Flow Estimation CVPR 2023
Neural Circuits for Fast Poisson Compressed Sensing in the Olfactory Bulb NIPS 2023
Uncertain Evidence in Probabilistic Models and Stochastic Simulators ICML 2023
Switching Autoregressive Low-rank Tensor Models NIPS 2023
Certifying Fairness of Probabilistic Circuits AAAI 2023
Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees ICML 2023
Co-Salient Object Detection With Uncertainty-Aware Group Exchange-Masking CVPR 2023
Improved Discretization Analysis for Underdamped Langevin Monte Carlo COLT 2023
Efficient Sampling of Stochastic Differential Equations with Positive Semi-Definite Models NIPS 2023
Learning Rate Free Sampling in Constrained Domains NIPS 2023
Provable convergence guarantees for black-box variational inference NIPS 2023
Dirichlet Proportions Model for Hierarchically Coherent Probabilistic Forecasting UAI 2023
DeepPSL: End-to-End Perception and Reasoning IJCAI 2023
Uncertainty Estimation by Fisher Information-based Evidential Deep Learning ICML 2023
Topological Hidden Markov Models JMLR 2023
Multi-view Collaborative Gaussian Process Dynamical Systems JMLR 2023
Function-Space Regularization in Neural Networks: A Probabilistic Perspective ICML 2023
Proper Scoring Rules for Survival Analysis ICML 2023