Probabilistic Modeling

High-Dimensional Differential Parameter Inference in Exponential Family using Time Score Matching AISTATS 2025 Impartial Multi-task Representation Learning via Variance-invariant Probabilistic Decoding ACL 2025 Implicit Diffusion: Efficient optimization through stochastic sampling AISTATS 2025 Improving Model Probability Calibration by Integration of Large Data Sources with Biased Labels AAAI 2025 IRT-Router: Effective and Interpretable Multi-LLM Routing via Item Response Theory ACL 2025 Kernel-Based Optimal Control: An Infinitesimal Generator Approach L4DC 2025 KGE Calibrator: An Efficient Probability Calibration Method of Knowledge Graph Embedding Models for Trustworthy Link Prediction EMNLP 2025 Language Model Probabilities are Not Calibrated in Numeric Contexts ACL 2025 Learnability of Parameter-Bounded Bayes Nets AAAI 2025 Learning Causal Transition Matrix for Instance-dependent Label Noise AAAI 2025 Learning Generalized Residual Exchange-Correlation-Uncertain Functional for Density Functional Theory AAAI 2025 Learning High-dimensional Gaussians from Censored Data AISTATS 2025 Learning Stochastic Nonlinear Dynamics with Embedded Latent Transfer Operators AISTATS 2025 Learning Structural Causal Models from Ordering: Identifiable Flow Models AAAI 2025 Learning Subjective Label Distributions via Sociocultural Descriptors EMNLP 2025 Linear System Identification from Snapshot Data by Schrodinger bridge L4DC 2025 LITE: Efficiently Estimating Gaussian Probability of Maximality AISTATS 2025 LoSAM: Local Search in Additive Noise Models with Mixed Mechanisms and General Noise for Global Causal Discovery UAI 2025 Mixtures of Gaussian Process Experts with SMC^2 JMLR 2025 Mixup Regularization: A Probabilistic Perspective UAI 2025 Modelling Populations of Interaction Networks via Distance Metrics JMLR 2025 Monte Carlo Temperature: a robust sampling strategy for LLM’s uncertainty quantification methods NAACL 2025 Multivariate Probabilistic Assessment of Speech Quality Interspeech 2025 Neural Topic Modeling via Contextual and Graph Information Fusion EMNLP 2025 New Compilation Languages Based on Restricted Weak Decomposability AAAI 2025