Variational Inference

VIB-Probe: Detecting and Mitigating Hallucinations in Vision-Language Models via Variational Information Bottleneck ACL 2026 What Type of Inference is Active Inference? UAI 2026 Accurate and Scalable Stochastic Gaussian Process Regression via Learnable Coreset-based Variational Inference UAI 2025 Adaptive RKHS Fourier Features for Compositional Gaussian Process Models AISTATS 2025 Approximate Bayesian Inference via Bitstring Representations UAI 2025 A Trust-Region Method for Graphical Stein Variational Inference UAI 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 Learning for Domain-Invariant Speaker Verification and Anti-Spoofing Interspeech 2025 Causal Effect Estimation with Mixed Latent Confounders and Post-treatment Variables ICLR 2025 DKMGP: A Gaussian Process Approach to Multi-Task and Multi-Step Vehicle Dynamics Modeling in Autonomous Racing L4DC 2025 ELBO, regularized maximum likelihood, and their common one-sample approximation for training stochastic neural networks UAI 2025 Enhance Vision-Language Alignment with Noise AAAI 2025 Epistemic Uncertainty and Excess Risk in Variational Inference AISTATS 2025 Fairness Risks for Group-Conditionally Missing Demographics AISTATS 2025 Fine-Tuning with Uncertainty-Aware Priors Makes Vision and Language Foundation Models More Reliable AISTATS 2025 Flat Posterior Does Matter For Bayesian Model Averaging UAI 2025 Improved Variational Inference in Discrete VAEs using Error Correcting Codes UAI 2025 Invertible Fourier Neural Operators for Tackling Both Forward and Inverse Problems AISTATS 2025 Koopman-Equivariant Gaussian Processes AISTATS 2025 Long-time asymptotics of noisy SVGD outside the population limit ICLR 2025 Multi-view Privileged Information-based Representation Learning for Liver Cancer Diagnosis ACML 2025 Recursive Learning of Asymptotic Variational Objectives AISTATS 2025 Scalable Bayesian Low-Rank Adaptation of Large Language Models via Stochastic Variational Subspace Inference UAI 2025 Simulation-Free Hierarchical Latent Policy Planning for Proactive Dialogues AAAI 2025