Bayesian Inference

Langevin Thompson Sampling with Logarithmic Communication: Bandits and Reinforcement Learning ICML 2023 Large Language Models Are Latent Variable Models: Explaining and Finding Good Demonstrations for In-Context Learning NeurIPS 2023 Latent Autoregressive Source Separation AAAI 2023 Latent Neural ODEs with Sparse Bayesian Multiple Shooting ICLR 2023 Latent SDEs on Homogeneous Spaces NeurIPS 2023 Law of Large Numbers for Bayesian two-layer Neural Network trained with Variational Inference COLT 2023 L-C2ST: Local Diagnostics for Posterior Approximations in Simulation-Based Inference NeurIPS 2023 Learning a Depth Covariance Function CVPR 2023 Learning Analytical Posterior Probability for Human Mesh Recovery CVPR 2023 Learning-augmented count-min sketches via Bayesian nonparametrics JMLR 2023 Learning Calibrated Uncertainties for Domain Shift: A Distributionally Robust Learning Approach IJCAI 2023 Learning Dissemination Strategies for External Sources in Opinion Dynamic Models with Cognitive Biases IJCAI 2023 Learning Distortion Invariant Representation for Image Restoration From a Causality Perspective CVPR 2023 Learning Disturbances Online for Risk-Aware Control: Risk-Aware Flight with Less Than One Minute of Data L4DC 2023 Learning Energy-based Model via Dual-MCMC Teaching NeurIPS 2023 Learning Expressive Priors for Generalization and Uncertainty Estimation in Neural Networks ICML 2023 Learning Joint Latent Space EBM Prior Model for Multi-Layer Generator CVPR 2023 Learning Layer-wise Equivariances Automatically using Gradients NeurIPS 2023 Learning Logical Reasoning Using an Intelligent Tutoring System: A Hybrid Approach to Student Modeling AAAI 2023 Learning Noisy OR Bayesian Networks with Max-Product Belief Propagation ICML 2023 Learning Physical Models that Can Respect Conservation Laws ICML 2023 Learning Probabilistic Topological Representations Using Discrete Morse Theory ICLR 2023 Learning Regions of Interest for Bayesian Optimization with Adaptive Level-Set Estimation ICML 2023 Learning Robust Statistics for Simulation-based Inference under Model Misspecification NeurIPS 2023 Learning the Distribution of Errors in Stereo Matching for Joint Disparity and Uncertainty Estimation CVPR 2023