bayesian inference

Bayesian Model Averaging for Causality Estimation and its Approximation based on Gaussian Scale Mixture Distributions AISTATS 2021 Bayesian Parametric and Architectural Domain Adaptation of LF-MMI Trained TDNNs for Elderly and Dysarthric Speech Recognition Interspeech 2021 Bayesian streaming sparse Tucker decomposition UAI 2021 Bayesian Structural Adaptation for Continual Learning ICML 2021 Bayesian Text Classification and Summarization via A Class-Specified Topic Model JMLR 2021 Bayesian time-aligned factor analysis of paired multivariate time series JMLR 2021 Bayesian Topic Regression for Causal Inference EMNLP 2021 BayesIMP: Uncertainty Quantification for Causal Data Fusion NeurIPS 2021 BayLIME: Bayesian local interpretable model-agnostic explanations UAI 2021 Beyond Marginal Uncertainty: How Accurately can Bayesian Regression Models Estimate Posterior Predictive Correlations? AISTATS 2021 Bias and variance of the Bayesian-mean decoder NeurIPS 2021 Black-box density function estimation using recursive partitioning ICML 2021 Black Box Probabilistic Numerics NeurIPS 2021 Boosting Variational Inference With Locally Adaptive Step-Sizes IJCAI 2021 ByPE-VAE: Bayesian Pseudocoresets Exemplar VAE NeurIPS 2021 Circles are like Ellipses, or Ellipses are like Circles? Measuring the Degree of Asymmetry of Static and Contextual Word Embeddings and the Implications to Representation Learning AAAI 2021 Combining Latent Space and Structured Kernels for Bayesian Optimization over Combinatorial Spaces NeurIPS 2021 Comparing Symbolic Models of Language via Bayesian Inference (Student Abstract) AAAI 2021 Compositional Modeling of Nonlinear Dynamical Systems with ODE-based Random Features NeurIPS 2021 Conformal Bayesian Computation NeurIPS 2021 Couplings for Multinomial Hamiltonian Monte Carlo AISTATS 2021 Decentralized Stochastic Gradient Langevin Dynamics and Hamiltonian Monte Carlo JMLR 2021 Deconditional Downscaling with Gaussian Processes NeurIPS 2021 De-randomizing MCMC dynamics with the diffusion Stein operator NeurIPS 2021 Detecting English Speech in the Air Traffic Control Voice Communication Interspeech 2021