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Bayesian Inference

4821 directly classified papers

Papers per year

Papers

On Uncertainty, Tempering, and Data Augmentation in Bayesian Classification NIPS 2022
Is Bayesian Model-Agnostic Meta Learning Better than Model-Agnostic Meta Learning, Provably? AISTATS 2022
Additive Gaussian Processes Revisited ICML 2022
Enhancing Adversarial Training With Second-Order Statistics of Weights CVPR 2022
Bayesian Model Selection, the Marginal Likelihood, and Generalization ICML 2022
Adaptive Gating for Single-Photon 3D Imaging CVPR 2022
A Variational Bayesian Method for Similarity Learning in Non-Rigid Image Registration CVPR 2022
Learning Bayesian Sparse Networks With Full Experience Replay for Continual Learning CVPR 2022
BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule CVPR 2022
A Bayesian Model for Online Activity Sample Sizes AISTATS 2022
Context-aware Information-theoretic Causal De-biasing for Interactive Sequence Labeling EMNLP 2022
The Fewer Splits are Better: Deconstructing Readability in Sentence Splitting EMNLP 2022
Sampling-Based Approximations to Minimum Bayes Risk Decoding for Neural Machine Translation EMNLP 2022
Controllable Factuality in Document-Grounded Dialog Systems Using a Noisy Channel Model EMNLP 2022
Spatial Multivariate Trees for Big Data Bayesian Regression JMLR 2022
Efficient MCMC Sampling with Dimension-Free Convergence Rate using ADMM-type Splitting JMLR 2022
A Class of Conjugate Priors for Multinomial Probit Models which Includes the Multivariate Normal One JMLR 2022
Score Matched Neural Exponential Families for Likelihood-Free Inference JMLR 2022
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization JMLR 2022
Bayesian Pseudo Posterior Mechanism under Asymptotic Differential Privacy JMLR 2022
Sparse Additive Gaussian Process Regression JMLR 2022
Mutual Information Constraints for Monte-Carlo Objectives to Prevent Posterior Collapse Especially in Language Modelling JMLR 2022
Reducing uncertainty at the score-to-LR stage in likelihood ratio-based forensic voice comparison using automatic speaker recognition systems INTERSPEECH 2022
Highlighting Object Category Immunity for the Generalization of Human-Object Interaction Detection AAAI 2022
Multi-Relational Graph Representation Learning with Bayesian Gaussian Process Network AAAI 2022