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Variational Inference

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TitleStatusHype
A Particle Algorithm for Mean-Field Variational Inference—0
Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes—0
PhyloGen: Language Model-Enhanced Phylogenetic Inference via Graph Structure Generation—0
Convergence of Statistical Estimators via Mutual Information Bounds—0
Learning Set Functions with Implicit Differentiation—0
Task Diversity in Bayesian Federated Learning: Simultaneous Processing of Classification and RegressionCode0
Efficient Generative Modeling with Residual Vector Quantization-Based Tokens—0
Stochastic Learning of Non-Conjugate Variational Posterior for Image Classification—0
Disentangling impact of capacity, objective, batchsize, estimators, and step-size on flow VI—0
DPGIIL: Dirichlet Process-Deep Generative Model-Integrated Incremental Learning for Clustering in Transmissibility-based Online Structural Anomaly Detection—0
Fixed-Mean Gaussian Processes for Post-hoc Bayesian Deep LearningCode0
Scalable Bayesian Tensor Ring Factorization for Multiway Data AnalysisCode0
Generative Modeling of Neural Dynamics via Latent Stochastic Differential Equations—0
VIPaint: Image Inpainting with Pre-Trained Diffusion Models via Variational Inference—0
Understanding Machine Learning Paradigms through the Lens of Statistical Thermodynamics: A tutorial—0
Revised Regularization for Efficient Continual Learning through Correlation-Based Parameter Update in Bayesian Neural Networks—0
Gradient-based optimization for variational empirical Bayes multiple regressionCode0
Variational Autoencoders for Efficient Simulation-Based Inference—0
LazyDINO: Fast, scalable, and efficiently amortized Bayesian inversion via structure-exploiting and surrogate-driven measure transport—0
C^2INet: Realizing Incremental Trajectory Prediction with Prior-Aware Continual Causal Intervention—0
Structure learning with Temporal Gaussian Mixture for model-based Reinforcement Learning—0
Variational Bayesian Bow tie Neural Networks with ShrinkageCode0
Sparse Bayesian Generative Modeling for Compressive SensingCode0
PRISM: Privacy-preserving Inter-Site MRI Harmonization via Disentangled Representation LearningCode0
Streaming Bayes GFlowNets—0
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