posterior sampling

Avoiding exp($k^*$) Scaling for Thompson Sampling in Combinatorial Semi-Bandits: From Multiple Seeds to a Single Seed COLT 2026 Bayesian Symbolic Regression with Entropic Reinforcement Learning UAI 2026 Constrained Weighted Bayesian Bootstrap UAI 2026 Dual Ascent Diffusion for Inverse Problems CVPR 2026 Efficient Protein Optimization via Structure-aware Hamiltonian Dynamics AAAI 2026 Generative Bayesian Inference with GANs JMLR 2026 Generative Diffusion Priors for 3D Mapping of the Dark Universe CVPR 2026 Ambient Diffusion Posterior Sampling: Solving Inverse Problems with Diffusion Models Trained on Corrupted Data ICLR 2025 Approximate Thompson Sampling for Learning Linear Quadratic Regulators with O(√T) Regret L4DC 2025 ArrayDPS: Unsupervised Blind Speech Separation with a Diffusion Prior ICML 2025 A Safe Bayesian Learning Algorithm for Constrained MDPs with Bounded Constraint Violation AISTATS 2025 Asymptotically Optimal Linear Best Feasible Arm Identification with Fixed Budget UAI 2025 Brain Bandit: A Biologically Grounded Neural Network for Efficient Control of Exploration ICLR 2025 Bridging the Gap Between f-divergences and Bayes Hilbert Spaces ICLR 2025 Cache-Efficient Posterior Sampling for Reinforcement Learning with LLM-Derived Priors Across Discrete and Continuous Domains EMNLP 2025 Consistency Posterior Sampling for Diverse Image Synthesis CVPR 2025 CryoFM: A Flow-based Foundation Model for Cryo-EM Densities ICLR 2025 Deep Generative Quantile Bayes AISTATS 2025 Diffusion State-Guided Projected Gradient for Inverse Problems ICLR 2025 FlowDPS : Flow-Driven Posterior Sampling for Inverse Problems ICCV 2025 Frequency-Guided Posterior Sampling for Diffusion-Based Image Restoration ICCV 2025 Function-Space MCMC for Bayesian Wide Neural Networks AISTATS 2025 Gaussian Ensemble Belief Propagation for Efficient Inference in High-Dimensional, Black-box Systems ICLR 2025 Graph-accelerated Markov Chain Monte Carlo using Approximate Samples JMLR 2025 Improving Diffusion Inverse Problem Solving with Decoupled Noise Annealing CVPR 2025