bayesian inference

Nearly Optimal Approximation of Matrix Functions by the Lanczos Method NeurIPS 2024 Neural structure learning with stochastic differential equations ICLR 2024 Noether's Razor: Learning Conserved Quantities NeurIPS 2024 Nonasymptotic analysis of Stochastic Gradient Hamiltonian Monte Carlo under local conditions for nonconvex optimization JMLR 2024 Online Learning of Decision Trees with Thompson Sampling AISTATS 2024 Online Posterior Sampling with a Diffusion Prior NeurIPS 2024 On Neural Networks as Infinite Tree-Structured Probabilistic Graphical Models NeurIPS 2024 PAC-Bayes-Chernoff bounds for unbounded losses NeurIPS 2024 Parallel-in-Time Probabilistic Numerical ODE Solvers JMLR 2024 Patch-Prompt Aligned Bayesian Prompt Tuning for Vision-Language Models UAI 2024 Penalized Overdamped and Underdamped Langevin Monte Carlo Algorithms for Constrained Sampling JMLR 2024 PGMax: Factor Graphs for Discrete Probabilistic Graphical Models and Loopy Belief Propagation in JAX JMLR 2024 PhyloGFN: Phylogenetic inference with generative flow networks ICLR 2024 PICLe: Eliciting Diverse Behaviors from Large Language Models with Persona In-Context Learning ICML 2024 Poisson Variational Autoencoder NeurIPS 2024 Posterior Sampling Based on Gradient Flows of the MMD with Negative Distance Kernel ICLR 2024 Posterior Uncertainty Quantification in Neural Networks using Data Augmentation AISTATS 2024 Predicting Initial Essay Quality Scores to Increase the Efficiency of Comparative Judgment Assessments NAACL 2024 Predictive, scalable and interpretable knowledge tracing on structured domains ICLR 2024 Preferential Normalizing Flows NeurIPS 2024 Principal Component Analysis as a Sanity Check for Bayesian Phylolinguistic Reconstruction COLING 2024 Prior-itizing Privacy: A Bayesian Approach to Setting the Privacy Budget in Differential Privacy NeurIPS 2024 Probabilistic Decomposed Linear Dynamical Systems for Robust Discovery of Latent Neural Dynamics NeurIPS 2024 Probabilistic size-and-shape functional mixed models NeurIPS 2024 Provable Posterior Sampling with Denoising Oracles via Tilted Transport NeurIPS 2024