Bayesian Inference

Double Spike Dirichlet Priors for Structured Weighting JMLR 2022 Doubly Mixed-Effects Gaussian Process Regression AISTATS 2022 DPSampler: Exact Weighted Sampling Using Dynamic Programming IJCAI 2022 DPVI: A Dynamic-Weight Particle-Based Variational Inference Framework IJCAI 2022 Dynamic CNNs Using Uncertainty To Overcome Domain Generalization for Surgical Instrument Localization WACV 2022 Easy Variational Inference for Categorical Models via an Independent Binary Approximation ICML 2022 Efficient and transferable adversarial examples from bayesian neural networks UAI 2022 Efficient Approximate Inference for Stationary Kernel on Frequency Domain ICML 2022 Efficient Distributionally Robust Bayesian Optimization with Worst-case Sensitivity ICML 2022 Efficient Inference for Dynamic Flexible Interactions of Neural Populations JMLR 2022 Efficient inference for dynamic topic modeling with large vocabularies UAI 2022 Efficient MCMC Sampling with Dimension-Free Convergence Rate using ADMM-type Splitting JMLR 2022 Efficient Online Bayesian Inference for Neural Bandits AISTATS 2022 Efficient, Uncertainty-based Moderation of Neural Networks Text Classifiers ACL 2022 ElePose: Unsupervised 3D Human Pose Estimation by Predicting Camera Elevation and Learning Normalizing Flows on 2D Poses CVPR 2022 ELMA: Energy-Based Learning for Multi-Agent Activity Forecasting AAAI 2022 Empirical bayes approach to truth discovery problems UAI 2022 Empirical Bayesian Approaches for Robust Constraint-based Causal Discovery under Insufficient Data IJCAI 2022 Empirical Sampling from Latent Utterance-wise Evidence Model for Missing Data ASR based on Neural Encoder-Decoder Model Interspeech 2022 Encoding Probabilistic Graphical Models into Stochastic Boolean Satisfiability IJCAI 2022 End-To-End Label Uncertainty Modeling for Speech-based Arousal Recognition Using Bayesian Neural Networks Interspeech 2022 Energy-Based Learning for Cooperative Games, with Applications to Valuation Problems in Machine Learning ICLR 2022 Enhancing Adversarial Training With Second-Order Statistics of Weights CVPR 2022 EPro-PnP: Generalized End-to-End Probabilistic Perspective-N-Points for Monocular Object Pose Estimation CVPR 2022 Estimators of Entropy and Information via Inference in Probabilistic Models AISTATS 2022