Bayesian & Probabilistic

Mitigating Reporting Bias in Semi-supervised Temporal Commonsense Inference with Probabilistic Soft Logic AAAI 2022 Model-based Lifelong Reinforcement Learning with Bayesian Exploration NeurIPS 2022 Model inclusion lattice of coloured Gaussian graphical models for paired data PGM 2022 Modeling Complex Dialogue Mappings via Sentence Semantic Segmentation Guided Conditional Variational Auto-Encoder EMNLP 2022 Modeling Label Correlations for Ultra-Fine Entity Typing with Neural Pairwise Conditional Random Field EMNLP 2022 Modeling sRGB Camera Noise With Normalizing Flows CVPR 2022 Modeling Syntactic-Semantic Dependency Correlations in Semantic Role Labeling Using Mixture Models ACL 2022 Modeling the Machine Learning Multiverse NeurIPS 2022 Modular Conformal Calibration ICML 2022 Monte Carlo Tree Descent for Black-Box Optimization NeurIPS 2022 Monte Carlo Tree Search based Variable Selection for High Dimensional Bayesian Optimization NeurIPS 2022 Motron: Multimodal Probabilistic Human Motion Forecasting CVPR 2022 Movement Penalized Bayesian Optimization with Application to Wind Energy Systems NeurIPS 2022 MPC: Multi-View Probabilistic Clustering CVPR 2022 Multi-fidelity Monte Carlo: a pseudo-marginal approach NeurIPS 2022 Multiple Imputation with Neural Network Gaussian Process for High-dimensional Incomplete Data ACML 2022 Multi-Relational Graph Representation Learning with Bayesian Gaussian Process Network AAAI 2022 MUSE-VAE: Multi-Scale VAE for Environment-Aware Long Term Trajectory Prediction CVPR 2022 Mutual Information Constraints for Monte-Carlo Objectives to Prevent Posterior Collapse Especially in Language Modelling JMLR 2022 Natural gradient enables fast sampling in spiking neural networks NeurIPS 2022 Natural image synthesis for the retina with variational information bottleneck representation NeurIPS 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 Estimation of Statistical Divergences JMLR 2022 Neural Inverse Transform Sampler ICML 2022