Bayesian Inference

Analysis of Langevin Monte Carlo from Poincare to Log-Sobolev COLT 2022 Analytically Tractable Hidden-States Inference in Bayesian Neural Networks JMLR 2022 Analyzing Lottery Ticket Hypothesis from PAC-Bayesian Theory Perspective NeurIPS 2022 An Efficient Sampling Algorithm for Non-smooth Composite Potentials JMLR 2022 An Optimization-centric View on Bayes' Rule: Reviewing and Generalizing Variational Inference JMLR 2022 A PAC-Bayesian Generalization Bound for Equivariant Networks NeurIPS 2022 Approximate Bayesian Computation via Classification JMLR 2022 Approximate Bayesian Computation with Domain Expert in the Loop ICML 2022 Approximate Inference for Stochastic Planning in Factored Spaces PGM 2022 A Predictive Approach to Bayesian Nonparametric Survival Analysis AISTATS 2022 A Probabilistic Graph Coupling View of Dimension Reduction NeurIPS 2022 A Quadrature Rule combining Control Variates and Adaptive Importance Sampling NeurIPS 2022 A Reparameterization of Mixtures of Truncated Basis Functions and its Applications PGM 2022 A Robust Phased Elimination Algorithm for Corruption-Tolerant Gaussian Process Bandits NeurIPS 2022 A Sparsity-promoting Dictionary Model for Variational Autoencoders Interspeech 2022 Asymptotic Properties for Bayesian Neural Network in Besov Space NeurIPS 2022 A Tale of Two Flows: Cooperative Learning of Langevin Flow and Normalizing Flow Toward Energy-Based Model ICLR 2022 A Unified View on PAC-Bayes Bounds for Meta-Learning ICML 2022 A Unifying Theory of Thompson Sampling for Continuous Risk-Averse Bandits AAAI 2022 Automatic Termination for Hyperparameter Optimization AutoML 2022 auton-survival: an Open-Source Package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Event Data MLHC 2022 A Variational Bayesian Method for Similarity Learning in Non-Rigid Image Registration CVPR 2022 Bag Graph: Multiple Instance Learning Using Bayesian Graph Neural Networks AAAI 2022 BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule CVPR 2022 BAMDT: Bayesian Additive Semi-Multivariate Decision Trees for Nonparametric Regression ICML 2022