Variational Inference

Beyond Mean-Field: Tree-Copula Variational Autoencoders for Structured Latent Dependencies UAI 2026 Extending Mean-Field Variational Inference via Entropic Regularization: Theory and Computation JMLR 2026 Generative Bayesian Inference with GANs JMLR 2026 GP-4DGS: Probabilistic 4D Gaussian Splatting from Monocular Video via Variational Gaussian Processes CVPR 2026 Implicit Variational Rejection Sampling UAI 2026 LazyDINO: Fast, Scalable, and Efficiently Amortized Bayesian Inversion via Structure-Exploiting and Surrogate-Driven Measure Transport JMLR 2026 Neural Diffusion Intensity Models for Point Process Data UAI 2026 Neural Mixture Density Processes CVPR 2026 Online Bernstein-von Mises theorem JMLR 2026 Particle Dynamics for Latent-Variable Energy-Based Models UAI 2026 Provably Safe Stein Variational Clarity-Aware Informative Planning L4DC 2026 py/cuTAGI: An Open-Source Library for Tractable Approximate Gaussian Inference in Bayesian Neural Networks JMLR 2026 Simulation-based Calibration of Uncertainty Intervals under Approximate Bayesian Estimation JMLR 2026 Variational OOD State Correction for Offline Reinforcement Learning AAAI 2026 VaSST: Variational Inference for Symbolic Regression using Soft Symbolic Trees UAI 2026 Addressing Cold-Start Problem in Click-Through Rate Prediction via Supervised Diffusion Modeling AAAI 2025 Asset Pricing with Contrastive Adversarial Variational Bayes IJCAI 2025 A Theoretical Framework for an Efficient Normalizing Flow-Based Solution to the Electronic Schrödinger Equation AAAI 2025 A Variational Approach for Mitigating Entity Bias in Relation Extraction ACL 2025 Batch, match, and patch: low-rank approximations for score-based variational inference AISTATS 2025 Bayesian Data Sketching for Varying Coefficient Regression Models JMLR 2025 Bayesian Gaussian Process ODEs via Double Normalizing Flows AISTATS 2025 Causal View of Time Series Imputation: Some Identification Results on Missing Mechanism IJCAI 2025 Debiased Active Learning with Variational Gradient Rectifier AAAI 2025 Disentangling impact of capacity, objective, batchsize, estimators, and step-size on flow VI AISTATS 2025