Bayesian & Probabilistic

Bayesian Principles Improve Prompt Learning In Vision-Language Models AISTATS 2025 Bayesian Test-Time Adaptation for Vision-Language Models CVPR 2025 Bayesian Treatment of the Spectrum of the Empirical Kernel in (Sub)Linear-Width Neural Networks ICLR 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 BEDAA: Bayesian Enhanced DeBERTa for Uncertainty-Aware Authorship Attribution ACL 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 BIRD: A Trustworthy Bayesian Inference Framework for Large Language Models ICLR 2025 Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events CVPR 2025 BOIDS: High-Dimensional Bayesian Optimization via Incumbent-Guided Direction Lines and Subspace Embeddings AAAI 2025 Bold Claims or Self-Doubt? Factuality Hallucination Type Detection via Belief State EMNLP 2025 Boltzmann priors for Implicit Transfer Operators ICLR 2025 Bounds on L_p Errors in Density Ratio Estimation via f-Divergence Loss Functions ICLR 2025 Bridging the Gap Between f-divergences and Bayes Hilbert Spaces ICLR 2025 Bridging the Gap between Variational Inference and Stochastic Gradient MCMC in Function Space ICLR 2025 BSemiFL: Semi-supervised Federated Learning via a Bayesian Approach ICML 2025 Cache-Efficient Posterior Sampling for Reinforcement Learning with LLM-Derived Priors Across Discrete and Continuous Domains EMNLP 2025 Calibrated Value-Aware Model Learning with Probabilistic Environment Models ICML 2025 Calibrating Expressions of Certainty ICLR 2025 Calibrating Large Language Models with Sample Consistency AAAI 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