Probabilistic Modeling

LLM-Guided Probabilistic Fusion for Label-Efficient Document Layout Analysis CVPR 2026 Markovian Scale Prediction: A New Era of Visual Autoregressive Generation CVPR 2026 Mixing times of data-augmentation Gibbs samplers for high-dimensional probit regression JMLR 2026 Model Merging as Probabilistic Inference in Fine-Tuning Parameter Space UAI 2026 More is more: leveraging multi-rater information for whole slide images grading via virtual expert panel MIDL 2026 Multi-modal Test-time Adaptation via Adaptive Probabilistic Gaussian Calibration CVPR 2026 Multiwinner Voting with Interval Preferences under Incomplete Information UAI 2026 Nearly Minimax Discrete Distribution Estimation in Kullback-Leibler Divergence with High Probability ALT 2026 Optimal Conformal Prediction under Epistemic Uncertainty UAI 2026 Optimizing Likelihoods via Mutual Information: Bridging Simulation-Based Inference and Bayesian Optimal Experimental Design UAI 2026 PAC-Bayesian Analysis of the Surrogate Relation between Joint Embedding and Supervised Downstream Losses ALT 2026 Partition Function Estimation under Bounded f-Divergence COLT 2026 PFEM-GP-dPHS : a finite element framework for combining Gaussian processes and infinite-dimensional port-Hamiltonian systems L4DC 2026 Photo Dating by Facial Age Aggregation WACV 2026 Probabilistic Edge Modulation for High-Dimensional Causal Discovery UAI 2026 Probabilistic Rainfall Downscaling: Joint Generalized Neural Models with Censored Spatial Gaussian Copula JMLR 2026 Proxy-Guided Measurement Calibration CLeaR 2026 Quantification of Credal Uncertainty: A Distance-Based Approach UAI 2026 Set-based v.s. Distribution-based Representations of Epistemic Uncertainty: A Comparative Study UAI 2026 Sparse-to-Field Reconstruction via Stochastic Neural Dynamic Mode Decomposition L4DC 2026 TriSim: Tri-Dimensional Similarity Modeling with Extreme Value Theory for False-Negative Mitigation in Remote Sensing Image-Text Retrieval CVPR 2026 Two-way Node Popularity Model for Directed and Bipartite Networks JMLR 2026 UKPPsycontrol at SemEval-2026 Task 2: Modeling Valence and Arousal Dynamics from Text SemEval 2026 Vecchia-Inducing-Points Full-Scale Approximations for Gaussian Processes JMLR 2026 Vector-valued self-normalized concentration inequalities beyond sub-Gaussianity ALT 2026