Bayesian Inference

Flow-Induced Diagonal Gaussian Processes AAAI 2026 FluidGaussian: Propagating Simulation-Based Uncertainty Toward Functionally-Intelligent 3D Reconstruction CVPR 2026 ForeSWE: Forecasting Snow-Water Equivalent with an Uncertainty-Aware Attention Model AAAI 2026 Full-Atom Peptide Design via Riemannian–Euclidean Bayesian Flow Networks AAAI 2026 Function-on-Function Bayesian Optimization AAAI 2026 Gaussian Uncertainty-Driven Multi-Model Fitting with Graph Neural Network AAAI 2026 GUIDER: Uncertainty Guided Dynamic Re-ranking for Large Language Models Based Recommender Systems AAAI 2026 Hierarchical Causal Models JMLR 2026 Impute Missing Entries with Uncertainty AAAI 2026 Information Theoretic Optimal Surveillance for Epidemic Prevalence in Networks AAAI 2026 Interpolated Stochastic Interventions Based on Propensity Scores, Target Policies and Treatment-Specific Costs AAAI 2026 Interpreting Fedspeak with Confidence: A LLM-Based Uncertainty-Aware Framework Guided by Monetary Policy Transmission Paths AAAI 2026 Intra-Class Probabilistic Embeddings for Uncertainty Estimation in Vision-Language Models WACV 2026 Is Memorization Helpful or Harmful? Prior Information Sets the Threshold COLT 2026 LAMDA: Two-Phase HPO via Learning Prior from Low-Fidelity Data AAAI 2026 Latent Uncertainty-Aware Multi-View SDF Scan Completion WACV 2026 Learning Dynamics from Input-Output Data with Hamiltonian Gaussian Processes L4DC 2026 Learning Vision-Based Neural Network Controllers with Semi-Probabilistic Safety Guarantees AAAI 2026 LR-AdaInSeg:Adaptive Instance Segmentation of Incomplete 3D Scenes Driven by Low-Rank Networks AAAI 2026 MAPRO: Recasting Multi-Agent Prompt Optimization as Maximum a Posteriori Inference EACL 2026 MAQuA: Multi-outcome Adaptive Question-Asking for Mental Health using Item Response Theory EACL 2026 Mind the Gap: Predicting, Explaining and Reducing Time-to-First-Comment (Reply Gap) in Online Mental-Health Communities AAAI 2026 Mixing times of data-augmentation Gibbs samplers for high-dimensional probit regression JMLR 2026 Modeling and Learning Multiple Hypotheses for Monocular 3D Object Detection WACV 2026 Modelling the Effects of Hearing Loss on Neural Coding in the Auditory Midbrain with Variational Conditioning AAAI 2026