Bayesian Inference

Feasibility-Driven Trust Region Bayesian Optimization AutoML 2025 Feasible Action Search for Bandit Linear Programs via Thompson Sampling ICML 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 Federated Generalised Variational Inference: A Robust Probabilistic Federated Learning Framework ICML 2025 FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection ICCV 2025 Few-Shot Open-Set Classification via Reasoning-Aware Decomposition EMNLP 2025 FFHFlow: Diverse and Uncertainty-Aware Dexterous Grasp Generation via Flow Variational Inference CoRL 2025 Fine-Grained Change Point Detection for Topic Modeling with Pitman-Yor Process JMLR 2025 FisherTune: Fisher-Guided Robust Tuning of Vision Foundation Models for Domain Generalized Segmentation CVPR 2025 FIVA: Federated Inverse Variance Averaging for Universal CT Segmentation with Uncertainty Estimation MLHC 2025 Flow-based Variational Mutual Information: Fast and Flexible Approximations ICLR 2025 FlowDPS : Flow-Driven Posterior Sampling for Inverse Problems ICCV 2025 Frequency-Guided Posterior Sampling for Diffusion-Based Image Restoration ICCV 2025 Frequentist Guarantees of Distributed (Non)-Bayesian Inference JMLR 2025 From Debate to Equilibrium: Belief-Driven Multi-Agent LLM Reasoning via Bayesian Nash Equilibrium ICML 2025 From Few to Many: Self-Improving Many-Shot Reasoners Through Iterative Optimization and Generation ICLR 2025 From Risk to Uncertainty: Generating Predictive Uncertainty Measures via Bayesian Estimation ICLR 2025 From Uncertain to Safe: Conformal Adaptation of Diffusion Models for Safe PDE Control ICML 2025 From Your Block to Our Block: How to Find Shared Structure Between Stochastic Block Models over Multiple Graphs AAAI 2025 FunBO: Discovering Acquisition Functions for Bayesian Optimization with FunSearch ICML 2025 Fuzzy Reasoning Chain (FRC): An Innovative Reasoning Framework from Fuzziness to Clarity EMNLP 2025 Gaussian Mixture Counterfactual Generator ICLR 2025 GauSS-MI: Gaussian Splatting Shannon Mutual Information for Active 3D Reconstruction RSS 2025 Generalisation under gradient descent via deterministic PAC-Bayes ALT 2025