Bayesian & Probabilistic

Deep Reference Priors: What is the best way to pretrain a model? ICML 2022 Density Ratio Estimation via Infinitesimal Classification AISTATS 2022 DeSKO: Stability-Assured Robust Control with a Deep Stochastic Koopman Operator ICLR 2022 Detecting Misclassification Errors in Neural Networks with a Gaussian Process Model AAAI 2022 Differential privacy for symmetric log-concave mechanisms AISTATS 2022 Dimension-free convergence rates for gradient Langevin dynamics in RKHS COLT 2022 Discovery and density estimation of latent confounders in Bayesian networks with evidence lower bound PGM 2022 Discovery of Single Independent Latent Variable NeurIPS 2022 Disentangled Spatiotemporal Graph Generative Models AAAI 2022 Disentangling Uncertainty in Machine Translation Evaluation EMNLP 2022 Distributed Bayesian Varying Coefficient Modeling Using a Gaussian Process Prior JMLR 2022 Distributionally-Aware Kernelized Bandit Problems for Risk Aversion ICML 2022 Distributionally Robust Structure Learning for Discrete Pairwise Markov Networks AISTATS 2022 Distribution Compression in Near-Linear Time ICLR 2022 Diverse, Global and Amortised Counterfactual Explanations for Uncertainty Estimates AAAI 2022 Dynamic Programming in Rank Space: Scaling Structured Inference with Low-Rank HMMs and PCFGs NAACL 2022 Efficient Approximate Inference for Stationary Kernel on Frequency Domain ICML 2022 Efficient Causal Structure Learning from Multiple Interventional Datasets with Unknown Targets AAAI 2022 Efficient Distributionally Robust Bayesian Optimization with Worst-case Sensitivity ICML 2022 Efficient MCMC Sampling with Dimension-Free Convergence Rate using ADMM-type Splitting JMLR 2022 Efficient Neural Causal Discovery without Acyclicity Constraints ICLR 2022 Efficient Sampling on Riemannian Manifolds via Langevin MCMC NeurIPS 2022 EiGLasso for Scalable Sparse Kronecker-Sum Inverse Covariance Estimation JMLR 2022 ElePose: Unsupervised 3D Human Pose Estimation by Predicting Camera Elevation and Learning Normalizing Flows on 2D Poses CVPR 2022 EM’s Convergence in Gaussian Latent Tree Models COLT 2022