Probabilistic Modeling

Convergence Rates for Gaussian Mixtures of Experts JMLR 2022 Corruption-Robust Contextual Search through Density Updates COLT 2022 Deep Hybrid Models for Out-of-Distribution Detection CVPR 2022 Deep Neyman-Scott Processes AISTATS 2022 Density Ratio Estimation via Infinitesimal Classification AISTATS 2022 DeSKO: Stability-Assured Robust Control with a Deep Stochastic Koopman Operator ICLR 2022 Differential privacy for symmetric log-concave mechanisms AISTATS 2022 Discovery of Single Independent Latent Variable NeurIPS 2022 Distributionally-Aware Kernelized Bandit Problems for Risk Aversion ICML 2022 Distributionally Robust Structure Learning for Discrete Pairwise Markov Networks AISTATS 2022 Dynamic Programming in Rank Space: Scaling Structured Inference with Low-Rank HMMs and PCFGs NAACL 2022 EiGLasso for Scalable Sparse Kronecker-Sum Inverse Covariance Estimation JMLR 2022 EM’s Convergence in Gaussian Latent Tree Models COLT 2022 Encoding Probabilistic Graphical Models into Stochastic Boolean Satisfiability IJCAI 2022 End-to-End Probabilistic Label-Specific Feature Learning for Multi-Label Classification AAAI 2022 Estimating Density Models with Truncation Boundaries using Score Matching JMLR 2022 Estimating Instance-dependent Bayes-label Transition Matrix using a Deep Neural Network ICML 2022 Estimation in Rotationally Invariant Generalized Linear Models via Approximate Message Passing ICML 2022 Exact Community Recovery in Correlated Stochastic Block Models COLT 2022 Explaining Deep Tractable Probabilistic Models: The sum-product network case PGM 2022 Exploiting locality in high-dimensional Factorial hidden Markov models JMLR 2022 FactorVAE: A Probabilistic Dynamic Factor Model Based on Variational Autoencoder for Predicting Cross-Sectional Stock Returns AAAI 2022 Fast Bayesian Estimation of Point Process Intensity as Function of Covariates NeurIPS 2022 Fast Fourier Transform Reductions for Bayesian Network Inference AISTATS 2022 Few-Shot Weakly-Supervised Object Detection via Directional Statistics WACV 2022