variational inference

Interpolating between sampling and variational inference with infinite stochastic mixtures UAI 2022 Interpretable Research Replication Prediction via Variational Contextual Consistency Sentence Masking ACL 2022 Iterative Structural Inference of Directed Graphs NeurIPS 2022 Knowledge Distillation via Constrained Variational Inference AAAI 2022 Laplace approximated Gaussian process state-space models UAI 2022 Laplacian Autoencoders for Learning Stochastic Representations NeurIPS 2022 Last Layer Marginal Likelihood for Invariance Learning AISTATS 2022 Latent Diffusion Energy-Based Model for Interpretable Text Modelling ICML 2022 Latent Temporal Flows for Multivariate Analysis of Wearables Data MLHC 2022 Latent Time Neural Ordinary Differential Equations AAAI 2022 Learning Bayesian Sparse Networks With Full Experience Replay for Continual Learning CVPR 2022 Learning Expressive Meta-Representations with Mixture of Expert Neural Processes NeurIPS 2022 Learning interacting dynamical systems with latent Gaussian process ODEs NeurIPS 2022 Learning Latent Seasonal-Trend Representations for Time Series Forecasting NeurIPS 2022 Learning Mixture of Neural Temporal Point Processes for Multi-dimensional Event Sequence Clustering IJCAI 2022 Learning Neural Set Functions Under the Optimal Subset Oracle NeurIPS 2022 Learning Robust Dynamics through Variational Sparse Gating NeurIPS 2022 Learning to Dequantise with Truncated Flows ICLR 2022 Learning to Express in Knowledge-Grounded Conversation NAACL 2022 Learning to Generalize across Domains on Single Test Samples ICLR 2022 Learning Tractable Probabilistic Models from Inconsistent Local Estimates NeurIPS 2022 Loss as the Inconsistency of a Probabilistic Dependency Graph: Choose Your Model, Not Your Loss Function AISTATS 2022 Markov Chain Monte Carlo for Continuous-Time Switching Dynamical Systems ICML 2022 Markov Chain Score Ascent: A Unifying Framework of Variational Inference with Markovian Gradients NeurIPS 2022 Memory-Augmented Deep Conditional Unfolding Network for Pan-Sharpening CVPR 2022