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Probabilistic Modeling

2,599 papers

Papers per year

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Papers

Testing Probabilistic Circuits NIPS 2021
Active Assessment of Prediction Services as Accuracy Surface Over Attribute Combinations NIPS 2021
Black Box Probabilistic Numerics NIPS 2021
Spatio-Temporal Variational Gaussian Processes NIPS 2021
Learning Nonparametric Volterra Kernels with Gaussian Processes NIPS 2021
Non-approximate Inference for Collective Graphical Models on Path Graphs via Discrete Difference of Convex Algorithm NIPS 2021
Implicit Generative Copulas NIPS 2021
A generative nonparametric Bayesian model for whole genomes NIPS 2021
Using Physics Knowledge for Learning Rigid-body Forward Dynamics with Gaussian Process Force Priors CORL 2021
Learning Density Distribution of Reachable States for Autonomous Systems CORL 2021
LEO: Learning Energy-based Models in Factor Graph Optimization CORL 2021
Orientation Probabilistic Movement Primitives on Riemannian Manifolds CORL 2021
Trust Your Robots! Predictive Uncertainty Estimation of Neural Networks with Sparse Gaussian Processes CORL 2021
Complex Coordinate-Based Meta-Analysis with Probabilistic Programming AAAI 2021
StatEcoNet: Statistical Ecology Neural Networks for Species Distribution Modeling AAAI 2021
Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series AAAI 2021
Probabilistic Programming Bots in Intuitive Physics Game Play AAAI 2021
Quantum Cognitively Motivated Decision Fusion for Video Sentiment Analysis AAAI 2021
Joint Demosaicking and Denoising in the Wild: The Case of Training Under Ground Truth Uncertainty AAAI 2021
Modeling the Probabilistic Distribution of Unlabeled Data for One-shot Medical Image Segmentation AAAI 2021
Deep Probabilistic Imaging: Uncertainty Quantification and Multi-modal Solution Characterization for Computational Imaging AAAI 2021
A Hybrid Probabilistic Approach for Table Understanding AAAI 2021
Coupling Macro-Sector-Micro Financial Indicators for Learning Stock Representations with Less Uncertainty AAAI 2021
Relaxed Clustered Hawkes Process for Student Procrastination Modeling in MOOCs AAAI 2021
Self-Supervised Self-Supervision by Combining Deep Learning and Probabilistic Logic AAAI 2021