stochastic variational inference

Extreme Stochastic Variational Inference: Distributed Inference for Large Scale Mixture Models AISTATS 2019 Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable Models NAACL 2019 Training Variational Autoencoders with Buffered Stochastic Variational Inference AISTATS 2019 Trust Region Sequential Variational Inference ACML 2019 Variational Few-Shot Learning ICCV 2019 Augment and Reduce: Stochastic Inference for Large Categorical Distributions ICML 2018 Automorphing Kernels for Nonstationarity in Mapping Unstructured Environments CoRL 2018 Constraining the Dynamics of Deep Probabilistic Models ICML 2018 Feature-correlation-aware Gaussian Process Latent Variable Model ACML 2018 Full Bayesian Hidden Markov Model Variational Autoencoder for Acoustic Unit Discovery Interspeech 2018 Gamma-Poisson Dynamic Matrix Factorization Embedded with Metadata Influence NeurIPS 2018 Heterogeneous Multi-output Gaussian Process Prediction NeurIPS 2018 On the challenges of learning with inference networks on sparse, high-dimensional data AISTATS 2018 Reparameterization Gradient for Non-differentiable Models NeurIPS 2018 Scalable Generalized Dynamic Topic Models AISTATS 2018 Stochastic Variational Inference With Gradient Linearization CVPR 2018 Dynamic Collaborative Filtering With Compound Poisson Factorization AISTATS 2017 Random Feature Expansions for Deep Gaussian Processes ICML 2017 Latent Space Inference of Internet-Scale Networks JMLR 2016 Scaling Factorial Hidden Markov Models: Stochastic Variational Inference without Messages NeurIPS 2016 An Empirical Study of Stochastic Variational Inference Algorithms for the Beta Bernoulli Process ICML 2015 A trust-region method for stochastic variational inference with applications to streaming data ICML 2015 Local Expectation Gradients for Black Box Variational Inference NeurIPS 2015 Markov Mixed Membership Models ICML 2015 Reliable and Scalable Variational Inference for the Hierarchical Dirichlet Process AISTATS 2015