Bayesian Inference

Computation-Aware Kalman Filtering and Smoothing AISTATS 2025 Conditional Diffusion Models Based Conditional Independence Testing AAAI 2025 Conditional diffusions for amortized neural posterior estimation AISTATS 2025 Conditional simulation via entropic optimal transport: Toward non-parametric estimation of conditional Brenier maps AISTATS 2025 Confidence-Aware Reasoning: Optimizing Self-Guided Thinking Trajectories in Large Reasoning Models EMNLP 2025 Conformal Language Model Reasoning with Coherent Factuality ICLR 2025 Conformal Prediction as Bayesian Quadrature ICML 2025 Connecting Federated ADMM to Bayes ICLR 2025 Connecting Thompson Sampling and UCB: Towards More Efficient Trade-offs Between Privacy and Regret ICML 2025 Consistent Time-of-Flight Depth Denoising via Graph-Informed Geometric Attention ICCV 2025 Constrained Belief Updates Explain Geometric Structures in Transformer Representations ICML 2025 Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design IJCAI 2025 Context in Public Health for Underserved Communities: A Bayesian Approach to Online Restless Bandits AAAI 2025 Continual Generalized Category Discovery: Learning and Forgetting from a Bayesian Perspective ICML 2025 Continuous Bayesian Model Selection for Multivariate Causal Discovery ICML 2025 Continuous Semi-Implicit Models ICML 2025 CONTRA: Conformal Prediction Region via Normalizing Flow Transformation ICLR 2025 ContraGS: Codebook-Condensed and Trainable Gaussian Splatting for Fast, Memory-Efficient Reconstruction ICCV 2025 Control and Realism: Best of Both Worlds in Layout-to-Image without Training ICML 2025 Controllable Generation via Locally Constrained Resampling ICLR 2025 Controlled Generation with Equivariant Variational Flow Matching ICML 2025 Copula-based Sensitivity Analysis for Multi-Treatment Causal Inference with Unobserved Confounding JMLR 2025 Cost-aware Discovery of Contextual Failures using Bayesian Active Learning CoRL 2025 Cost-aware simulation-based inference AISTATS 2025 Data-scarce Behavior Editing of Language Models EMNLP 2025