Bayesian & Probabilistic

BATIS: Bayesian Approaches for Targeted Improvement of Species Distribution Models AAAI 2026 BayesAgent: Bayesian Agentic Reasoning Under Uncertainty via Verbalized Probabilistic Graphical Modeling AAAI 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 Meta-Analyses Could Be More: A Case Study in Trial of Labor After a Cesarean-section Outcomes and Complications AAAI 2026 Bayesian Network Structural Consensus via Greedy Min-Cut Analysis AAAI 2026 Bayesian Neural Networks for One-to-Many Mapping in Image Enhancement AAAI 2026 Bayesian Social Deduction with Graph-Informed Language Models ACL 2026 Bayesian Symbolic Regression with Entropic Reinforcement Learning UAI 2026 BayesVQA: Energy-Guided Bayesian Debiasing for Language-Bias-Robust Visual Question Answering AAAI 2026 BayWatch: Practical Internet-Scale Topology Monitoring with Dynamic Bayesian Estimation NSDI 2026 Beware of Hinges in Proximal Variables Regression: Adjusting for Colliding-Mediators with Nuisance PV CLeaR 2026 Beyond Bounds: Quantifying the Probability of Counterfactual Fairness UAI 2026 Beyond Euclidean Gossip: KL-Barycentric Consensus on Heterogeneous and Imbalanced Images CVPR 2026 Beyond Graph Model: Reliable VLM Fine-Tuning via Random Graph Adapter CVPR 2026 Beyond Heuristic Prompting: A Concept-Guided Bayesian Framework for Zero-Shot Image Recognition CVPR 2026 Beyond Mean-Field: Tree-Copula Variational Autoencoders for Structured Latent Dependencies UAI 2026 Beyond Text: Visual Description Assembly by Probabilistic Model for CLIP-based Weakly Supervised Semantic Segmentation CVPR 2026 Bidirectional Normalizing Flow: From Data to Noise and Back CVPR 2026 Causal Discovery with Metadata-Informed Latent Types UAI 2026