Probabilistic Modeling

Nonisotropic Gaussian Diffusion for Realistic 3D Human Motion Prediction CVPR 2025 Nonparametric Regression on Random Geometric Graphs Sampled from Submanifolds JMLR 2025 NUTMEG: Separating Signal From Noise in Annotator Disagreement EMNLP 2025 Nyström Kernel Stein Discrepancy AISTATS 2025 On the Relationship Between Monotone and Squared Probabilistic Circuits AAAI 2025 Optimal Submanifold Structure in Log-linear Models UAI 2025 Optimizing Hidden Markov Language Models: An Empirical Study of Reparameterization and Initialization Techniques NAACL 2025 pEBR: A Probabilistic Approach to Embedding Based Retrieval EMNLP 2025 Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time-Series Forecasting Based on Biological ODEs ICLR 2025 Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings ACL 2025 Predicting Median, Disagreement and Noise Label in Ordinal Word-in-Context Data COLING 2025 Probabilistic Conformal Prediction with Approximate Conditional Validity ICLR 2025 Probabilistic Forecasting of Irregularly Sampled Time Series with Missing Values via Conditional Normalizing Flows AAAI 2025 Probabilistic Graph Circuits: Deep Generative Models for Tractable Probabilistic Inference over Graphs UAI 2025 Probabilistic Soundness Guarantees in LLM Reasoning Chains EMNLP 2025 ProbMED: A Probabilistic Framework for Medical Multimodal Binding ICCV 2025 ProbPose: A Probabilistic Approach to 2D Human Pose Estimation CVPR 2025 ProbRes: Probabilistic Jump Diffusion for Open-World Egocentric Activity Recognition ICCV 2025 ProPose: Probabilistic 3D Human Pose Estimation with Instance-Level Distribution and Normalizing Flow AAAI 2025 Provable Convergence and Limitations of Geometric Tempering for Langevin Dynamics ICLR 2025 Proximal Sampler with Adaptive Step Size AISTATS 2025 Realizing AI for Impact: Towards Participatory Human-AI Collaboration for Water Conservation and Reproductive Health AAAI 2025 Recursive Learning of Asymptotic Variational Objectives AISTATS 2025 Reducing Unimodal Bias in Multi-Modal Semantic Segmentation with Multi-Scale Functional Entropy Regularization ICCV 2025 Regular-pattern-sensitive CRFs for Distant Label Interactions ACL 2025