Bayesian & Probabilistic

Eulerian Gaussian Splatting using Hashed Probability Pyramids CVPR 2026 EVIA: Entropic Variational Inference Auto-encoding UAI 2026 Evidence-aware Integration and Domain Identification of Spatial Transcriptomics Data AAAI 2026 Evidential Neural Radiance Fields CVPR 2026 Exact Shapley Attributions in Quadratic-time for FANOVA Gaussian Processes AAAI 2026 Exact Uncertainty Propagation via Gaussian Process Neurons UAI 2026 Exploiting Concavity Information in Contextual Bandit Optimization UAI 2026 Extending Mean-Field Variational Inference via Entropic Regularization: Theory and Computation JMLR 2026 FedDNA: DNA Sequence Reconstruction via Deep Evidential Learning and Personalized Federated Aggregation AAAI 2026 FedRG: Unleashing the Representation Geometry for Federated Learning with Noisy Clients CVPR 2026 Fine-grained Uncertainty Decomposition in Large Language Models: A Spectral Approach AAAI 2026 Finite Neural Networks as Mixtures of Gaussian Processes: From Provable Error Bounds to Prior Selection JMLR 2026 FisherPoser: Human Motion Estimation from Sparse Observations with Hierarchical Region-Wise Fisher-Matrix Uncertainty Modeling CVPR 2026 ForeSWE: Forecasting Snow-Water Equivalent with an Uncertainty-Aware Attention Model AAAI 2026 From Bayes’ Rule to Bayes Rules: Information Processing, Bayes’ Theorem, and Imprecise Probabilities UAI 2026 From Softmax to Dirichlet: Evidential Learning for Semi-supervised Semantic Segmentation CVPR 2026 Function-on-Function Bayesian Optimization AAAI 2026 Gaussian Process Limit Reveals Structural Benefits of Graph Transformers UAI 2026 GEM: Generative Entropy-Guided Preference Modeling for Few-Shot Alignment of LLMs AAAI 2026 General Bayesian Policy Learning UAI 2026 Generative Bayesian Inference with GANs JMLR 2026 Generative Diffusion Priors for 3D Mapping of the Dark Universe CVPR 2026 GeoBayes: Probabilistic Image Geo-Localization Inference via Sequential Bayesian Updating AAAI 2026 GPFlow: Gaussian Prototype Probability Flow for Unsupervised Multi-Modal Anomaly Detection CVPR 2026 GraphVSSM: Graph Variational State-Space Model for Probabilistic Spatiotemporal Inference of Dynamic Exposure and Vulnerability for Regional Disaster Resilience Assessment AAAI 2026