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Bayesian Inference

4,821 papers

Papers per year

Papers

Forty Years of Speech and Language Processing: From Bayes Decision Rule to Deep Learning INTERSPEECH 2021
Variational inference for nonlinear ordinary differential equations AISTATS 2021
Moment-Based Variational Inference for Stochastic Differential Equations AISTATS 2021
Probabilistic Robustness Quantification of Neural Networks AAAI 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
Uncertainty-Aware COVID-19 Detection from Imbalanced Sound Data INTERSPEECH 2021
Subseasonal climate prediction in the western US using Bayesian spatial models UAI 2021
Kernel Functional Optimisation NIPS 2021
How is BERT surprised? Layerwise detection of linguistic anomalies IJCNLP 2021
On the Out-of-distribution Generalization of Probabilistic Image Modelling NIPS 2021
On Signal-to-Noise Ratio Issues in Variational Inference for Deep Gaussian Processes ICML 2021
A Conditional Generative Matching Model for Multi-lingual Reply Suggestion EMNLP 2021
Hierarchical Inducing Point Gaussian Process for Inter-domian Observations AISTATS 2021
Bayesian Distance Clustering JMLR 2021
Uncertainty-Matching Graph Neural Networks to Defend Against Poisoning Attacks AAAI 2021
Scalable Marginal Likelihood Estimation for Model Selection in Deep Learning ICML 2021
DiSECt: A Differentiable Simulation Engine for Autonomous Robotic Cutting RSS 2021
Deep Adaptive Design: Amortizing Sequential Bayesian Experimental Design ICML 2021
High Dimensional Level Set Estimation with Bayesian Neural Network AAAI 2021
Query Training: Learning a Worse Model to Infer Better Marginals in Undirected Graphical Models with Hidden Variables AAAI 2021
Bayesian Algorithm Execution: Estimating Computable Properties of Black-box Functions Using Mutual Information ICML 2021
Latent Gaussian process with composite likelihoods and numerical quadrature AISTATS 2021
Detecting English Speech in the Air Traffic Control Voice Communication INTERSPEECH 2021
Bayesian Persuasion under Ex Ante and Ex Post Constraints AAAI 2021
Learning Event Graph Knowledge for Abductive Reasoning IJCNLP 2021