bayesian inference

Conditional Wasserstein Distances with Applications in Bayesian OT Flow Matching JMLR 2025 Connecting Federated ADMM to Bayes ICLR 2025 Consensus-Driven Active Model Selection ICCV 2025 Constrained Belief Updates Explain Geometric Structures in Transformer Representations ICML 2025 ContraGS: Codebook-Condensed and Trainable Gaussian Splatting for Fast, Memory-Efficient Reconstruction ICCV 2025 Controlled Generation with Equivariant Variational Flow Matching ICML 2025 Copula-based Sensitivity Analysis for Multi-Treatment Causal Inference with Unobserved Confounding JMLR 2025 Cost-aware Discovery of Contextual Failures using Bayesian Active Learning CoRL 2025 Cost-aware simulation-based inference AISTATS 2025 Decoupling epistemic and aleatoric uncertainties with possibility theory AISTATS 2025 Deep Generative Quantile Bayes AISTATS 2025 Derivative-Informed Neural Operator Acceleration of Geometric MCMC for Infinite-Dimensional Bayesian Inverse Problems JMLR 2025 Determine the Number of States in Hidden Markov Models via Marginal Likelihood JMLR 2025 Efficient Reinforcement Learning with Large Language Model Priors ICLR 2025 Empower Structure-Based Molecule Optimization with Gradient Guided Bayesian Flow Networks ICML 2025 Enough Coin Flips Can Make LLMs Act Bayesian ACL 2025 Entropic Matching for Expectation Propagation of Markov Jump Processes AISTATS 2025 Explicit Bayesian Inference to Uncover the Latent Themes of Large Language Models ACL 2025 Feature Learning in Finite-Width Bayesian Deep Linear Networks with Multiple Outputs and Convolutional Layers JMLR 2025 FedBEns: One-Shot Federated Learning based on Bayesian Ensemble ICML 2025 Few-Shot Open-Set Classification via Reasoning-Aware Decomposition EMNLP 2025 Fine-Grained Change Point Detection for Topic Modeling with Pitman-Yor Process JMLR 2025 Frequency-Guided Posterior Sampling for Diffusion-Based Image Restoration ICCV 2025 Frequentist Guarantees of Distributed (Non)-Bayesian Inference JMLR 2025 Gaussian Ensemble Belief Propagation for Efficient Inference in High-Dimensional, Black-box Systems ICLR 2025