Probabilistic Modeling

TRADE: Transfer of Distributions between External Conditions with Normalizing Flows AISTATS 2025 Truthful Elicitation of Imprecise Forecasts UAI 2025 Uncertain (Mis)Takes at LeWiDi-2025: Modeling Human Label Variation With Semantic Entropy EMNLP 2025 Uncertainty-guided Graph Contrastive Learning from a Unified Perspective IJCAI 2025 Uncertainty Modeling in Graph Neural Networks via Stochastic Differential Equations ICLR 2025 Uncertainty Quantification for LLM-Based Survey Simulations ICML 2025 Unlocking Point Processes through Point Set Diffusion ICLR 2025 Utilizing Uncertainty in 2D Pose Detectors for Probabilistic 3D Human Mesh Recovery WACV 2025 Variational Learning of Fractional Posteriors ICML 2025 Variational Phylogenetic Inference with Products over Bipartitions ICML 2025 Wrapped Gaussian on the manifold of Symmetric Positive Definite Matrices ICML 2025 $ρ$-GNF: A Copula-based Sensitivity Analysis to Unobserved Confounding Using Normalizing Flows PGM 2024 $Ψ$net: Efficient Causal Modeling at Scale PGM 2024 A Bayesian Quantification of Aporophobia and the Aggravating Effect of Low–Wealth Contexts on Stigmatization NAACL 2024 Abductive Reasoning in Logical Credal Networks NeurIPS 2024 Accuracy-Preserving Calibration via Statistical Modeling on Probability Simplex AISTATS 2024 Active Learning for Derivative-Based Global Sensitivity Analysis with Gaussian Processes NeurIPS 2024 Adaptive Meta-Learning Probabilistic Inference Framework for Long Sequence Prediction AAAI 2024 Additive smoothing error in backward variational inference for general state-space models JMLR 2024 A Fast Convoluted Story: Scaling Probabilistic Inference for Integer Arithmetics NeurIPS 2024 A Framework for Improving the Reliability of Black-box Variational Inference JMLR 2024 A General Framework for the Analysis of Kernel-based Tests JMLR 2024 A General Model for Aggregating Annotations AcrossSimple, Complex, and Multi-object Annotation Tasks (Abstract Reprint) AAAI 2024 A Hypothesis-Driven Framework for the Analysis of Self-Rationalising Models EACL 2024 All-in-one simulation-based inference ICML 2024