Bayesian & Probabilistic

MoReL: Multi-omics Relational Learning ICLR 2022 Motron: Multimodal Probabilistic Human Motion Forecasting CVPR 2022 MPC: Multi-View Probabilistic Clustering CVPR 2022 Multiple Imputation with Neural Network Gaussian Process for High-dimensional Incomplete Data ACML 2022 Multistate analysis with infinite mixtures of Markov chains UAI 2022 Multi-Task Processes ICLR 2022 Multivariate Quantile Function Forecaster AISTATS 2022 Mutual information based Bayesian graph neural network for few-shot learning UAI 2022 Natural gradient enables fast sampling in spiking neural networks NeurIPS 2022 Natural Posterior Network: Deep Bayesian Predictive Uncertainty for Exponential Family Distributions ICLR 2022 Near-Optimal Task Selection for Meta-Learning with Mutual Information and Online Variational Bayesian Unlearning AISTATS 2022 Neural-based Mixture Probabilistic Query Embedding for Answering FOL queries on Knowledge Graphs EMNLP 2022 Neural Markov Controlled SDE: Stochastic Optimization for Continuous-Time Data ICLR 2022 Neural Point Process for Learning Spatiotemporal Event Dynamics L4DC 2022 Neural Relational Inference with Node-Specific Information ICLR 2022 Neural-Symbolic Inference for Robust Autoregressive Graph Parsing via Compositional Uncertainty Quantification EMNLP 2022 Neural Variational Dropout Processes ICLR 2022 Non-Cheating Teaching Revisited: A New Probabilistic Machine Teaching Model IJCAI 2022 Non-identifiability and the Blessings of Misspecification in Models of Molecular Fitness NeurIPS 2022 Non-Linear Reinforcement Learning in Large Action Spaces: Structural Conditions and Sample-efficiency of Posterior Sampling COLT 2022 Nonparametric Factor Trajectory Learning for Dynamic Tensor Decomposition ICML 2022 Nonparametric Involutive Markov Chain Monte Carlo ICML 2022 Nonparametric Relational Models with Superrectangulation AISTATS 2022 Nonparametric Sparse Tensor Factorization with Hierarchical Gamma Processes ICML 2022 Non-separable Spatio-temporal Graph Kernels via SPDEs AISTATS 2022