conftrace_

posterior approximation

132 papers

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Co-occurring keywords

variational inference (2069) bayesian inference (1907) bayesian neural network (201) markov chain monte carlo (725) uncertainty quantification (1393) approximate inference (253) amortized inference (102) gaussian process (1200) generative model (2892) normalizing flow (354)

Papers

Variational inference with continuously-indexed normalizing flows UAI 2021
Challenges and Opportunities in High Dimensional Variational Inference NIPS 2021
Bayesian Deep Learning via Subnetwork Inference ICML 2021
Measure Transport with Kernel Stein Discrepancy AISTATS 2021
Multiscale Invertible Generative Networks for High-Dimensional Bayesian Inference ICML 2021
Structured Dropout Variational Inference for Bayesian Neural Networks NIPS 2021
Repulsive Deep Ensembles are Bayesian NIPS 2021
Radial Bayesian Neural Networks: Beyond Discrete Support In Large-Scale Bayesian Deep Learning AISTATS 2020
Gradient Boosted Normalizing Flows NIPS 2020
Robust Optimisation Monte Carlo AISTATS 2020
Leave-One-Out Cross-Validation for Bayesian Model Comparison in Large Data AISTATS 2020
Layering-MCMC for Structure Learning in Bayesian Networks UAI 2020
Variance Reduction and Quasi-Newton for Particle-Based Variational Inference ICML 2020
Variational Bayesian Unlearning NIPS 2020
CCA-Flow: Deep Multi-view Subspace Learning with Inverse Autoregressive Flow ACML 2020
Robust, Accurate Stochastic Optimization for Variational Inference NIPS 2020
Bayesian Pseudocoresets NIPS 2020
Expectation Propagation as a Way of Life: A Framework for Bayesian Inference on Partitioned Data JMLR 2020
Implicit Generative Modeling for Efficient Exploration ICML 2020
Divide, Conquer, and Combine: a New Inference Strategy for Probabilistic Programs with Stochastic Support ICML 2020
Estimating Model Uncertainty of Neural Networks in Sparse Information Form ICML 2020
Scalable Gaussian Process Regression Networks IJCAI 2020
Distortion estimates for approximate Bayesian inference UAI 2020
Approximation of Response Knowledge Retrieval in Knowledge-grounded Dialogue Generation EMNLP 2020
Recursive Inference for Variational Autoencoders NIPS 2020