Bayesian Inference

Stochastic Marginal Likelihood Gradients using Neural Tangent Kernels ICML 2023 Structure Learning with Adaptive Random Neighborhood Informed MCMC NeurIPS 2023 Sub-optimality of the Naive Mean Field approximation for proportional high-dimensional Linear Regression NeurIPS 2023 SynJax: Structured Probability Distributions for JAX EMNLP 2023 TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second ICLR 2023 Taking a Step Back with KCal: Multi-Class Kernel-Based Calibration for Deep Neural Networks ICLR 2023 Taking the neural sampling code very seriously: A data-driven approach for evaluating generative models of the visual system NeurIPS 2023 Taming Continuous Posteriors for Latent Variational Dialogue Policies AAAI 2023 Tangentially Elongated Gaussian Belief Propagation for Event-Based Incremental Optical Flow Estimation CVPR 2023 Task-Aware Risk Estimation of Perception Failures for Autonomous Vehicles RSS 2023 Temporal Domain Generalization with Drift-Aware Dynamic Neural Networks ICLR 2023 Test Time Augmentation Meets Post-hoc Calibration: Uncertainty Quantification under Real-World Conditions AAAI 2023 The Art of BART: Minimax Optimality over Nonhomogeneous Smoothness in High Dimension JMLR 2023 The Bayesian Learning Rule JMLR 2023 The Fine Print on Tempered Posteriors ACML 2023 The Importance of Calibration: Rethinking Confidence and Performance of Speech Multi-label Emotion Classifiers Interspeech 2023 The Lauritzen-Chen Likelihood For Graphical Models AISTATS 2023 The Lie-Group Bayesian Learning Rule AISTATS 2023 The Memory-Perturbation Equation: Understanding Model's Sensitivity to Data NeurIPS 2023 The neural dynamics of word recognition and integration EMNLP 2023 The Ordered Matrix Dirichlet for State-Space Models AISTATS 2023 The Shrinkage-Delinkage Trade-off: an Analysis of Factorized Gaussian Approximations for Variational Inference UAI 2023 The Treasure Beneath Multiple Annotations: An Uncertainty-Aware Edge Detector CVPR 2023 The Unreasonable Effectiveness of Deep Evidential Regression AAAI 2023 Thompson Exploration with Best Challenger Rule in Best Arm Identification ACML 2023