Bayesian & Probabilistic

Bayesian Low-Rank Learning (Bella): A Practical Approach to Bayesian Neural Networks AAAI 2025 Bayesian Optimization for Unknown Cost-Varying Variable Subsets with No-Regret Costs AAAI 2025 Bayesian Optimization over Bounded Domains with the Beta Product Kernel UAI 2025 Bayesian Optimization with Inexact Acquisition: Is Random Grid Search Sufficient? UAI 2025 Bayesian Score Calibration for Approximate Models JMLR 2025 Bayesian Sparse Gaussian Mixture Model for Clustering in High Dimensions JMLR 2025 Bayes Meets Bernstein at the Meta Level: an Analysis of Fast Rates in Meta-Learning with PAC-Bayes JMLR 2025 Beyond the Score: Uncertainty-Calibrated LLMs for Automated Essay Assessment EMNLP 2025 Biological Sequence Kernels with Guaranteed Flexibility JMLR 2025 Black-box Optimization with Unknown Constraints via Overparameterized Deep Neural Networks UAI 2025 Cache-Efficient Posterior Sampling for Reinforcement Learning with LLM-Derived Priors Across Discrete and Continuous Domains EMNLP 2025 Calibrated Computation-Aware Gaussian Processes AISTATS 2025 Calibrated Regression Against An Adversary Without Regret UAI 2025 Calibrating LLMs for Text-to-SQL Parsing by Leveraging Sub-clause Frequencies EMNLP 2025 Calibration Across Layers: Understanding Calibration Evolution in LLMs EMNLP 2025 Case-Based Decision-Theoretic Decoding with Quality Memories EMNLP 2025 Causal Representation Learning from General Environments under Nonparametric Mixing AISTATS 2025 Causal Temporal Regime Structure Learning AISTATS 2025 Causal View of Time Series Imputation: Some Identification Results on Missing Mechanism IJCAI 2025 Circuit-Aware d-DNNF Compilation IJCAI 2025 Clustering Zero-Shot Uncertainty Estimations to Assess LLM Response Accuracy for Yes/No Q&A ACL 2025 CMMLoc: Advancing Text-to-PointCloud Localization with Cauchy-Mixture-Model Based Framework CVPR 2025 CoffeeBoost: Gradient Boosting Native Conformal Inference for Bayesian Optimization AAAI 2025 Collaborative likelihood-ratio estimation over graphs JMLR 2025 Combining Climate Models using Bayesian Regression Trees and Random Paths JMLR 2025