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Bayesian Inference

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Papers

Nonparametric Relational Models with Superrectangulation AISTATS 2022
Information-Theoretic Analysis of Epistemic Uncertainty in Bayesian Meta-learning AISTATS 2022
Marginalising over Stationary Kernels with Bayesian Quadrature AISTATS 2022
Pick-and-Mix Information Operators for Probabilistic ODE Solvers AISTATS 2022
Differentially Private Federated Learning on Heterogeneous Data AISTATS 2022
Multiple Importance Sampling ELBO and Deep Ensembles of Variational Approximations AISTATS 2022
Rapid Convergence of Informed Importance Tempering AISTATS 2022
Differentiable Bayesian inference of SDE parameters using a pathwise series expansion of Brownian motion AISTATS 2022
Predicting the utility of search spaces for black-box optimization: a simple, budget-aware approach AISTATS 2022
Amortised Likelihood-free Inference for Expensive Time-series Simulators with Signatured Ratio Estimation AISTATS 2022
Adaptive Importance Sampling meets Mirror Descent : a Bias-variance Tradeoff AISTATS 2022
Adversarial Interpretation of Bayesian Inference ALT 2022
Predictive State Propensity Subclassification (PSPS): A causal inference algorithm for data-driven propensity score stratification CLEAR 2022
Analysis of Langevin Monte Carlo from Poincare to Log-Sobolev COLT 2022
Improved analysis for a proximal algorithm for sampling COLT 2022
Sampling Approximately Low-Rank Ising Models: MCMC meets Variational Methods COLT 2022
Pixel Screening Based Intermediate Correction for Blind Deblurring CVPR 2022
Bayesian Invariant Risk Minimization CVPR 2022
Enhancing Adversarial Training With Second-Order Statistics of Weights CVPR 2022
Deep Hybrid Models for Out-of-Distribution Detection CVPR 2022
Amodal Segmentation Through Out-of-Task and Out-of-Distribution Generalization With a Bayesian Model CVPR 2022
Uncertainty-Guided Probabilistic Transformer for Complex Action Recognition CVPR 2022
ElePose: Unsupervised 3D Human Pose Estimation by Predicting Camera Elevation and Learning Normalizing Flows on 2D Poses CVPR 2022
EPro-PnP: Generalized End-to-End Probabilistic Perspective-N-Points for Monocular Object Pose Estimation CVPR 2022
Adaptive Gating for Single-Photon 3D Imaging CVPR 2022