Bayesian Learning

Discriminative Calibration: Check Bayesian Computation from Simulations and Flexible Classifier NeurIPS 2023 Disentangled Multi-Fidelity Deep Bayesian Active Learning ICML 2023 Distributionally Robust Skeleton Learning of Discrete Bayesian Networks NeurIPS 2023 DynGFN: Towards Bayesian Inference of Gene Regulatory Networks with GFlowNets NeurIPS 2023 EEGNN: Edge Enhanced Graph Neural Network with a Bayesian Nonparametric Graph Model AISTATS 2023 Empirical Bayes via ERM and Rademacher complexities: the Poisson model COLT 2023 End-to-End Learning for Stochastic Optimization: A Bayesian Perspective ICML 2023 Escaping The Curse of Dimensionality in Bayesian Model-Based Clustering JMLR 2023 Estimation of Counterfactual Interventions under Uncertainties ACML 2023 Evidential Conditional Neural Processes AAAI 2023 Exact Bayesian Inference on Discrete Models via Probability Generating Functions: A Probabilistic Programming Approach NeurIPS 2023 Expressive probabilistic sampling in recurrent neural networks NeurIPS 2023 Factorised Speaker-environment Adaptive Training of Conformer Speech Recognition Systems Interspeech 2023 Feature-Space Bayesian Adversarial Learning Improved Malware Detector Robustness AAAI 2023 Federated Learning via Meta-Variational Dropout NeurIPS 2023 Federated Learning with Uncertainty via Distilled Predictive Distributions ACML 2023 Flat Seeking Bayesian Neural Networks NeurIPS 2023 Formal Verification of Bayesian Mechanisms AAAI 2023 Framework and Benchmarks for Combinatorial and Mixed-variable Bayesian Optimization NeurIPS 2023 Frequency Domain Gaussian Process Models for $H^∞$ Uncertainties L4DC 2023 Fully Bayesian Autoencoders with Latent Sparse Gaussian Processes ICML 2023 Gaussian Processes with Errors in Variables: Theory and Computation JMLR 2023 Gaussian Process Probes (GPP) for Uncertainty-Aware Probing NeurIPS 2023 Generalized Bayesian Inference for Scientific Simulators via Amortized Cost Estimation NeurIPS 2023 GeoPhy: Differentiable Phylogenetic Inference via Geometric Gradients of Tree Topologies NeurIPS 2023