Bayesian & Probabilistic

False Coverage Proportion Control for Conformal Prediction ICML 2025 Federated Generalised Variational Inference: A Robust Probabilistic Federated Learning Framework ICML 2025 Federated Posterior Sharing for Multi-Agent Systems in Uncertain Environments L4DC 2025 FedHB: Hierarchical Bayesian Federated Learning JMLR 2025 Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Interspeech 2025 Filtered not Mixed: Filtering-Based Online Gating for Mixture of Large Language Models ICLR 2025 Fine-Tuning with Uncertainty-Aware Priors Makes Vision and Language Foundation Models More Reliable AISTATS 2025 Flat Posterior Does Matter For Bayesian Model Averaging UAI 2025 Flexible and Efficient Probabilistic PDE Solvers through Gaussian Markov Random Fields AISTATS 2025 Flexible Copula-Based Mixed Models in Deep Learning: A Scalable Approach to Arbitrary Marginals AISTATS 2025 Flow-Based Delayed Hawkes Process UAI 2025 Flow Stochastic Segmentation Networks ICCV 2025 Foundations of PEERS: Assessing LLM Role Performance in Educational Simulations ACL 2025 Fourier Head: Helping Large Language Models Learn Complex Probability Distributions ICLR 2025 From Deep Additive Kernel Learning to Last-Layer Bayesian Neural Networks via Induced Prior Approximation AISTATS 2025 From Evidence to Belief: A Bayesian Epistemology Approach to Language Models NAACL 2025 From Risk to Uncertainty: Generating Predictive Uncertainty Measures via Bayesian Estimation ICLR 2025 Fully Heteroscedastic Count Regression with Deep Double Poisson Networks ICML 2025 Functional Stochastic Gradient MCMC for Bayesian Neural Networks AISTATS 2025 Function-centric Bayesian Network for Zero-Shot Object Goal Navigation ICCV 2025 Function-Space MCMC for Bayesian Wide Neural Networks AISTATS 2025 Fuzzy Reasoning Chain (FRC): An Innovative Reasoning Framework from Fuzziness to Clarity EMNLP 2025 Gaussian Ensemble Belief Propagation for Efficient Inference in High-Dimensional, Black-box Systems ICLR 2025 Gaussian Graphical Modelling Without Independence Assumptions for Uncentered Data AAAI 2025 General Uncertainty Estimation with Delta Variances AAAI 2025