Bayesian & Probabilistic

Embrace the Gap: VAEs Perform Independent Mechanism Analysis NeurIPS 2022 Emotion-Shift Aware CRF for Decoding Emotion Sequence in Conversation Interspeech 2022 Empirical bayes approach to truth discovery problems UAI 2022 EM’s Convergence in Gaussian Latent Tree Models COLT 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 Epistemic Logic of Likelihood and Belief IJCAI 2022 Estimating Causal Effects under Network Interference with Bayesian Generalized Propensity Scores JMLR 2022 Evidential Reasoning and Learning: a Survey IJCAI 2022 Evidential Turing Processes ICLR 2022 Evolutive Adversarially-Trained Bayesian Network Autoencoder for Interpretable Anomaly Detection PGM 2022 Exchangeability-Aware Sum-Product Networks IJCAI 2022 Expectation programming: Adapting probabilistic programming systems to estimate expectations efficiently UAI 2022 Explaining Deep Tractable Probabilistic Models: The sum-product network case PGM 2022 Extrapolative Continuous-time Bayesian Neural Network for Fast Training-free Test-time Adaptation NeurIPS 2022 Fast and Scalable Spike and Slab Variable Selection in High-Dimensional Gaussian Processes AISTATS 2022 Fast Bayesian Coresets via Subsampling and Quasi-Newton Refinement NeurIPS 2022 Fast Bayesian Estimation of Point Process Intensity as Function of Covariates NeurIPS 2022 Fast Bayesian Inference with Batch Bayesian Quadrature via Kernel Recombination NeurIPS 2022 Fast Fourier Transform Reductions for Bayesian Network Inference AISTATS 2022 Fat–Tailed Variational Inference with Anisotropic Tail Adaptive Flows ICML 2022 Feature Collapsing for Gaussian Process Variable Ranking AISTATS 2022 Fenrir: Physics-Enhanced Regression for Initial Value Problems ICML 2022 FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear Modulation NeurIPS 2022 Finite-Time Regret of Thompson Sampling Algorithms for Exponential Family Multi-Armed Bandits NeurIPS 2022