bayesian inference

NUTMEG: Separating Signal From Noise in Annotator Disagreement EMNLP 2025 On Consistent Bayesian Inference from Synthetic Data JMLR 2025 On the Same Wavelength? Evaluating Pragmatic Reasoning in Language Models across Broad Concepts EMNLP 2025 Optimizing Heat Alert Issuance with Reinforcement Learning AAAI 2025 Partially Blinded Unlearning: Class Unlearning for Deep Networks from Bayesian Perspective AAAI 2025 Physics-informed Gaussian Processes as Linear Model Predictive Controller L4DC 2025 Pick-to-Learn and Self-Certified Gaussian Process Approximations AISTATS 2025 Poisoning Bayesian Inference via Data Deletion and Replication AISTATS 2025 posteriordb: Testing, Benchmarking and Developing Bayesian Inference Algorithms AISTATS 2025 Prediction-Centric Uncertainty Quantification via MMD AISTATS 2025 Provable Uncertainty Decomposition via Higher-Order Calibration ICLR 2025 Quantifying Uncertainty in Natural Language Explanations of Large Language Models for Question Answering EMNLP 2025 REALM: Recursive Relevance Modeling for LLM-based Document Re-Ranking EMNLP 2025 Reasoning over Uncertain Text by Generative Large Language Models AAAI 2025 Relational Neurosymbolic Markov Models AAAI 2025 Replication-proof Bandit Mechanism Design with Bayesian Agents AAAI 2025 Robust Simulation-Based Inference under Missing Data via Neural Processes ICLR 2025 Sampling From Multiscale Densities With Delayed Rejection Generalized Hamiltonian Monte Carlo AISTATS 2025 Scalable Bayesian Low-Rank Adaptation of Large Language Models via Stochastic Variational Subspace Inference UAI 2025 Scalable Inference for Bayesian Multinomial Logistic-Normal Dynamic Linear Models AISTATS 2025 SoftCVI: Contrastive variational inference with self-generated soft labels ICLR 2025 Statistical field theory for Markov decision processes under uncertainty JMLR 2025 Statistical Inference of Random Graphs With a Surrogate Likelihood Function JMLR 2025 Structure-Conditional Minimum Bayes Risk Decoding EMNLP 2025 Surprise Calibration for Better In-Context Learning EMNLP 2025