Bayesian Inference

ReBaPL: Repulsive Bayesian Prompt Learning CVPR 2026 Robust Bayesian Decision Making under Adversarial Uncertainty UAI 2026 Robust estimation of graphical models with measurement error: False discovery control and sensitivity analysis UAI 2026 Robust Predictive Uncertainty and Double Descent in Contaminated Bayesian Random Features UAI 2026 Scaling Up Bayesian DAG Sampling UAI 2026 Similarity-Consistent Likelihood Diffusion enables Hidden Person Detection from Wall Reflections CVPR 2026 Simplex-to-Euclidean Bijection for Conjugate and Calibrated Multiclass Gaussian Process Classification UAI 2026 Simulation-based Calibration of Uncertainty Intervals under Approximate Bayesian Estimation JMLR 2026 Spectral Conformal Risk Control: Distribution-Free Tail Guarantees via Bayesian Quadrature CVPR 2026 Structural Drift Repair in Decision Trees via Bayesian Model-Based Diagnosis UAI 2026 TableMBR: Minimum Bayes Risk Table Generation Based on Structural Consistency ACL 2026 Testing the Trust: Verification and Validation of Bayesian Segmentation under Uncertainty MIDL 2026 The Prosody of Emojis ACL 2026 The relative value of interventional and observational samples in Bayesian Causal Linear Gaussian Models UAI 2026 The surrogate Gibbs-posterior of a corrected stochastic MALA: Towards uncertainty quantification for neural networks JMLR 2026 The Within-Orbit Adaptive Leapfrog No-U-Turn Sampler JMLR 2026 Towards Knowledge-augmented Bayesian Deep Learning For Computer Vision CVPR 2026 Towards Stable Federated Continual Test-Time Adaptation in Wild World CVPR 2026 Traces of Social Competence in Large Language Models CoNLL 2026 Uncertainty Quantification of Click and Conversion Estimates for the Autobidding UAI 2026 Underdamped Langevin MCMC with third order convergence JMLR 2026 Universal priors: solving empirical Bayes via Bayesian inference and pretraining COLT 2026 Variational Tail Bounds for Norms of Random Vectors and Matrices COLT 2026 Weighted Sequential Bayesian Inference for Non-Stationary Linear Contextual Bandits UAI 2026 When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent Reasoning ACL 2026