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Bayesian Inference

4821 directly classified papers

Papers per year

Papers

Neural ensemble search via Bayesian sampling UAI 2022
PAC-Bayesian domain adaptation bounds for multiclass learners UAI 2022
PDQ-Net: Deep probabilistic dual quaternion network for absolute pose regression on $SE(3)$ UAI 2022
auton-survival: an Open-Source Package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Event Data MLHC 2022
Parallel Tempering With a Variational Reference NIPS 2022
Implications of Model Indeterminacy for Explanations of Automated Decisions NIPS 2022
Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation NIPS 2022
Bayesian inference via sparse Hamiltonian flows NIPS 2022
Adaptation Accelerating Sampling-based Bayesian Inference in Attractor Neural Networks NIPS 2022
Tracking Functional Changes in Nonstationary Signals with Evolutionary Ensemble Bayesian Model for Robust Neural Decoding NIPS 2022
Generalized Variational Inference in Function Spaces: Gaussian Measures meet Bayesian Deep Learning NIPS 2022
Do Bayesian variational autoencoders know what they don’t know? UAI 2022
Efficient inference for dynamic topic modeling with large vocabularies UAI 2022
Learning invariant weights in neural networks UAI 2022
Multiple Imputation with Neural Network Gaussian Process for High-dimensional Incomplete Data ACML 2022
Efficient and transferable adversarial examples from bayesian neural networks UAI 2022
Variational multiple shooting for Bayesian ODEs with Gaussian processes UAI 2022
BayesAdapter: Being Bayesian, Inexpensively and Reliably, via Bayesian Fine-tuning ACML 2022
Empirical bayes approach to truth discovery problems UAI 2022
Bayesian Active Learning with Fully Bayesian Gaussian Processes NIPS 2022
Bayesian Persuasion for Algorithmic Recourse NIPS 2022
Predictive State Propensity Subclassification (PSPS): A causal inference algorithm for data-driven propensity score stratification CLEAR 2022
Adversarial Interpretation of Bayesian Inference ALT 2022
Optimal Scaling for Locally Balanced Proposals in Discrete Spaces NIPS 2022
Bayesian Phylogenetic Cognate Prediction NAACL 2022