Bayesian Inference

ACE: Adapting sampling for Counterfactual Explanations L4DC 2026 Adaptive Bayesian Early-Exit Networks for Efficient Non-Transferable Learning CVPR 2026 Adaptive Nonparametric Perturbations of Parametric Models with Generalized Bayes JMLR 2026 Advances in PAC-Bayesian certification of deep neural networks: tighter closed-form inequalities and optimization of bounds on non-differentiable losses UAI 2026 Align While Search: Belief-Guided Exploratory Inference for World-Grounded Embodied Agents CVPR 2026 All Vehicles Can Lie: Efficient Adversarial Defense in Fully Untrusted-Vehicle Collaborative Perception via Pseudo-Random Bayesian Inference CVPR 2026 A Model of the Language Process ACL 2026 An Empirical Bayes Perspective on Heteroskedastic Mean Estimation COLT 2026 APIC: Amortized Physics-Informed Calibration using Neural Processes UAI 2026 Assumed Density Filtering and Smoothing with Neural Network Surrogate Models L4DC 2026 Avoiding exp($k^*$) Scaling for Thompson Sampling in Combinatorial Semi-Bandits: From Multiple Seeds to a Single Seed COLT 2026 B$^3$-Seg: Camera-Free, Training-Free 3DGS Segmentation via Analytic EIG and Beta-Bernoulli Bayesian Updates CVPR 2026 BA-GS: Bayesian Adaptive Gaussian Splatting for SFM-Free 3D Reconstruction CVPR 2026 Bayesian Adaptation Gym: A Benchmark for the Bayesian Low-Rank Adaptation of Multi-Modal Language Models UAI 2026 Bayesian Causal Discovery in Directed Cyclic Graphs with Closed-Form Lag Bayes Factors UAI 2026 Bayesian Causal Discovery Networks for Linear Mixed Data CLeaR 2026 Bayesian Decomposition and Semantic Completion for Few-shot Semantic Segmentation CVPR 2026 Bayesian Experimental Design via Score Matching UAI 2026 Bayesian Hierarchical Invariant Prediction CLeaR 2026 Bayesian Inference of Contextual Bandit Policies via Empirical Likelihood JMLR 2026 Bayesian Symbolic Regression with Entropic Reinforcement Learning UAI 2026 Beyond Bounds: Quantifying the Probability of Counterfactual Fairness UAI 2026 Beyond Heuristic Prompting: A Concept-Guided Bayesian Framework for Zero-Shot Image Recognition CVPR 2026 Causal Discovery with Metadata-Informed Latent Types UAI 2026 Conditional neural control variates for variance reduction in Bayesian inverse problems UAI 2026