bayesian inference

A constrained Bayesian approach to out-of-distribution prediction UAI 2023 Active Reasoning in an Open-World Environment NeurIPS 2023 Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification AISTATS 2023 Adaptive Reordering Sampler with Neurally Guided MAGSAC ICCV 2023 Adaptive Tuning for Metropolis Adjusted Langevin Trajectories AISTATS 2023 AdaVAE: Bayesian Structural Adaptation for Variational Autoencoders NeurIPS 2023 A Finite-Particle Convergence Rate for Stein Variational Gradient Descent NeurIPS 2023 A Holistic View of Label Noise Transition Matrix in Deep Learning and Beyond ICLR 2023 Aligning Language Models with Human Preferences via a Bayesian Approach NeurIPS 2023 Amortized Normalizing Flows for Transcranial Ultrasound with Uncertainty Quantification MIDL 2023 A Multi-Task Gaussian Process Model for Inferring Time-Varying Treatment Effects in Panel Data AISTATS 2023 An Empirical Bayes Framework for Open-Domain Dialogue Generation EMNLP 2023 An improved variational approximate posterior for the deep Wishart process UAI 2023 An Ordinal Latent Variable Model of Conflict Intensity ACL 2023 A normative theory of social conflict NeurIPS 2023 Approximately Bayes-optimal pseudo-label selection UAI 2023 Approximate Post-Selective Inference for Regression with the Group LASSO JMLR 2023 Approximate Thompson Sampling via Epistemic Neural Networks UAI 2023 Asymptotics of Bayesian Uncertainty Estimation in Random Features Regression NeurIPS 2023 A theory of representation learning gives a deep generalisation of kernel methods ICML 2023 Attention as Implicit Structural Inference NeurIPS 2023 Autoencoded sparse Bayesian in-IRT factorization, calibration, and amortized inference for the Work Disability Functional Assessment Battery AISTATS 2023 Automatically marginalized MCMC in probabilistic programming ICML 2023 BaCaDI: Bayesian Causal Discovery with Unknown Interventions AISTATS 2023 Bayes beats Cross Validation: Efficient and Accurate Ridge Regression via Expectation Maximization NeurIPS 2023