Bayesian Inference

Where and What: Reasoning Dynamic and Implicit Preferences in Situated Conversational Recommendation ACL 2026 A Bayesian Approach to L2 Fluency Ratings by Native and Nonnative Listeners Interspeech 2025 ABC3: Active Bayesian Causal Inference with Cohn Criteria in Randomized Experiments AAAI 2025 A Meta-Learning Approach to Bayesian Causal Discovery ICLR 2025 Approximate Bayesian Inference via Bitstring Representations UAI 2025 Approximate Bilevel Difference Convex Programming for Bayesian Risk Markov Decision Processes AAAI 2025 Approximate Thompson Sampling for Learning Linear Quadratic Regulators with O(√T) Regret L4DC 2025 Asymptotically Optimal Linear Best Feasible Arm Identification with Fixed Budget UAI 2025 A Trust-Region Method for Graphical Stein Variational Inference UAI 2025 Batch, match, and patch: low-rank approximations for score-based variational inference AISTATS 2025 Bayesian Decision Theory on Decision Trees: Uncertainty Evaluation and Interpretability AISTATS 2025 Bayesian Low-Rank Learning (Bella): A Practical Approach to Bayesian Neural Networks AAAI 2025 Bayesian Persuasion with Externalities: Exploiting Agent Types AAAI 2025 Bayesian Principles Improve Prompt Learning In Vision-Language Models AISTATS 2025 Bayesian Test-Time Adaptation for Vision-Language Models CVPR 2025 Bayesian WeakS-to-Strong from Text Classification to Generation ICLR 2025 Bayes without Underfitting: Fully Correlated Deep Learning Posteriors via Alternating Projections AISTATS 2025 BELIEF - Bayesian Sign Entropy Regularization for LIME Framework UAI 2025 Better Instruction-Following Through Minimum Bayes Risk ICLR 2025 Beyond Human Judgment: A Bayesian Evaluation of LLMs’ Moral Values Understanding EMNLP 2025 Bridging the Gap Between f-divergences and Bayes Hilbert Spaces ICLR 2025 Calibrating MLLM-as-a-judge via Multimodal Bayesian Prompt Ensembles ICCV 2025 Can a Bayesian Oracle Prevent Harm from an Agent? UAI 2025 Can Generative AI Solve Your In-Context Learning Problem? A Martingale Perspective ICLR 2025 Comparison-based Active Preference Learning for Multi-dimensional Personalization ACL 2025