Bayesian & Probabilistic

Probabilistic Factorial Experimental Design for Combinatorial Interventions ICML 2025 Probabilistic Geometric Principal Component Analysis with application to neural data ICLR 2025 Probabilistic Graph Circuits: Deep Generative Models for Tractable Probabilistic Inference over Graphs UAI 2025 Probabilistic Learning to Defer: Handling Missing Expert Annotations and Controlling Workload Distribution ICLR 2025 Probabilistic Multimodal Learning with von Mises-Fisher Distributions IJCAI 2025 Probabilistic Prototype Calibration of Vision-language Models for Generalized Few-shot Semantic Segmentation ICCV 2025 Probabilistic Semantics Guided Discovery of Approximate Functional Dependencies UAI 2025 Probabilistic Soundness Guarantees in LLM Reasoning Chains EMNLP 2025 Probabilistic Strategy Logic with Degrees of Observability AAAI 2025 Probably Approximately Global Robustness Certification ICML 2025 ProbMED: A Probabilistic Framework for Medical Multimodal Binding ICCV 2025 ProHOC: Probabilistic Hierarchical Out-of-Distribution Classification via Multi-Depth Networks CVPR 2025 Protein Language Model Fitness is a Matter of Preference ICLR 2025 Provable Benefit of Annealed Langevin Monte Carlo for Non-log-concave Sampling ICLR 2025 Provable weak-to-strong generalization via benign overfitting ICLR 2025 Proximal Interacting Particle Langevin Algorithms UAI 2025 PUBLICSPEAK: Hearing the Public with a Probabilistic Framework AAAI 2025 Quantifying Uncertainty in Natural Language Explanations of Large Language Models for Question Answering EMNLP 2025 Quantile Regression with Large Language Models for Price Prediction ACL 2025 Quantitative Predictive Monitoring and Control for Safe Human-Machine Interaction AAAI 2025 Quantum Speedups for Bayesian Network Structure Learning UAI 2025 Random-Set Neural Networks ICLR 2025 Rare event modeling with self-regularized normalizing flows: what can we learn from a single failure? ICLR 2025 REALM: Recursive Relevance Modeling for LLM-based Document Re-Ranking EMNLP 2025 Reasoning over Uncertain Text by Generative Large Language Models AAAI 2025