Bayesian Inference

Sampling and Estimation on Manifolds using the Langevin Diffusion JMLR 2025 Sampling Binary Data by Denoising through Score Functions ICML 2025 Sampling from Bayesian Neural Network Posteriors with Symmetric Minibatch Splitting Langevin Dynamics AISTATS 2025 Sampling From Multiscale Densities With Delayed Rejection Generalized Hamiltonian Monte Carlo AISTATS 2025 Sampling from the Random Linear Model via Stochastic Localization Up to the AMP Threshold AISTATS 2025 Scalability of Bayesian Network Structure Elicitation with Large Language Models: a Novel Methodology and Comparative Analysis COLING 2025 Scalable and Adaptive Variational Bayes Methods for Hawkes Processes JMLR 2025 Scalable and Efficient Probabilistic Inference for Bayesian Deep Learning and Generative Modeling AAAI 2025 Scalable Bayesian Learning with posteriors ICLR 2025 Scalable Inference for Bayesian Multinomial Logistic-Normal Dynamic Linear Models AISTATS 2025 Score matching through the roof: linear, nonlinear, and latent variables causal discovery CLeaR 2025 Score Matching with Missing Data ICML 2025 Seal Your Backdoor with Variational Defense ICCV 2025 Searching for Optimal Solutions with LLMs via Bayesian Optimization ICLR 2025 Seeing Eye to AI: Human Alignment via Gaze-Based Response Rewards for Large Language Models ICLR 2025 Selective Inference with Distributed Data JMLR 2025 Selective Uncertainty Propagation in Offline RL AAAI 2025 Self-Evolutionary Large Language Models Through Uncertainty-Enhanced Preference Optimization AAAI 2025 Semantic Ambiguity Modeling and Propagation for Fine-Grained Visual Cross View Geo-Localization AAAI 2025 Sequential Kernelized Stein Discrepancy AISTATS 2025 Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models ACL 2025 Smooth Interpolation for Improved Discrete Graph Generative Models ICML 2025 SmurfCat at SemEval-2025 Task 3: Bridging External Knowledge and Model Uncertainty for Enhanced Hallucination Detection SemEval 2025 SoftCVI: Contrastive variational inference with self-generated soft labels ICLR 2025 Soft Reasoning: Navigating Solution Spaces in Large Language Models through Controlled Embedding Exploration ICML 2025