Bayesian Inference

Deciding What to Model: Value-Equivalent Sampling for Reinforcement Learning NeurIPS 2022 Deep Attentive Belief Propagation: Integrating Reasoning and Learning for Solving Constraint Optimization Problems NeurIPS 2022 Deep Attentive Variational Inference ICLR 2022 Deep Combinatorial Aggregation NeurIPS 2022 Deep Hierarchy in Bandits ICML 2022 Deep Hybrid Models for Out-of-Distribution Detection CVPR 2022 Deep Learning Methods for Proximal Inference via Maximum Moment Restriction NeurIPS 2022 Deep Reference Priors: What is the best way to pretrain a model? ICML 2022 Defending Graph Convolutional Networks against Dynamic Graph Perturbations via Bayesian Self-Supervision AAAI 2022 De-Sequentialized Monte Carlo: a parallel-in-time particle smoother JMLR 2022 Detecting Misclassification Errors in Neural Networks with a Gaussian Process Model AAAI 2022 Differentiable Bayesian inference of SDE parameters using a pathwise series expansion of Brownian motion AISTATS 2022 Differentially Private Federated Learning on Heterogeneous Data AISTATS 2022 Differentially Private Regression with Unbounded Covariates AISTATS 2022 Digging Errors in NMT: Evaluating and Understanding Model Errors from Partial Hypothesis Space EMNLP 2022 Discovering Inductive Bias with Gibbs Priors: A Diagnostic Tool for Approximate Bayesian Inference AISTATS 2022 Discovery and density estimation of latent confounders in Bayesian networks with evidence lower bound PGM 2022 Discriminator-Guided Model-Based Offline Imitation Learning CoRL 2022 Disentangling Uncertainty in Machine Translation Evaluation EMNLP 2022 Distributed NLI: Learning to Predict Human Opinion Distributions for Language Reasoning ACL 2022 Distributionally-Aware Kernelized Bandit Problems for Risk Aversion ICML 2022 Distribution Calibration for Out-of-Domain Detection with Bayesian Approximation COLING 2022 Diversified Sampling for Batched Bayesian Optimization with Determinantal Point Processes AISTATS 2022 Do Bayesian variational autoencoders know what they don’t know? UAI 2022 Do Language Models Understand Measurements? EMNLP 2022