Probabilistic Modeling

AFFAKT: A Hierarchical Optimal Transport Based Method for Affective Facial Knowledge Transfer in Video Deception Detection AAAI 2025 A Generic Framework for Conformal Fairness ICLR 2025 Agnostic Private Density Estimation for GMMs via List Global Stability ALT 2025 Amortized Control of Continuous State Space Feynman-Kac Model for Irregular Time Series ICLR 2025 Analyzing Uncertainty of LLM-as-a-Judge: Interval Evaluations with Conformal Prediction EMNLP 2025 Ant Colony Sampling with GFlowNets for Combinatorial Optimization AISTATS 2025 Approximate Lifted Model Construction IJCAI 2025 Approximating the total variation distance between spin systems COLT 2025 A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation NAACL 2025 A Probabilistic Inference Scaling Theory for LLM Self-Correction EMNLP 2025 A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction UAI 2025 A Quantum Information Theoretic Approach to Tractable Probabilistic Models UAI 2025 Are Generative Models Underconfident? Better Quality Estimation with Boosted Model Probability EMNLP 2025 Asynchronous Distributed Gaussian Process Regression AAAI 2025 A Unified Framework for Human-Allied Learning of Probabilistic Circuits AAAI 2025 AutoElicit: Using Large Language Models for Expert Prior Elicitation in Predictive Modelling ICML 2025 Auto Encoding Neural Process for Multi-interest Recommendation AAAI 2025 BARNN: A Bayesian Autoregressive and Recurrent Neural Network ICML 2025 Bayes correlated equilibria, no-regret dynamics in Bayesian games, and the price of anarchy COLT 2025 Bayesian Image Regression with Soft-thresholded Conditional Autoregressive Prior ICLR 2025 Bayesian Multi-Group Gaussian Process Models for Heterogeneous Group-Structured Data JMLR 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