Birs- 25w5335: Efficient Approximate Bayesian Inference

  1. Title:
    Black Box Variational Inference with a Deterministic Objective: Faster, More Accurate, and Even More Black Box

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    Batch and match: score-based approaches to black-box variational inference

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    Black-Box VI estimates the gradient by sampling. Is it differentially private by default?

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  4. Title:
    Clustering Functional Data via Variational Inference

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  5. Title:
    Fast Variational Bayesian Inference for Survival Data Using Log-Logistic Accelerated Failure Time Models

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  6. Title:
    Variational Bayes for Basis Function Selection for Functional Data Representation with Correlated Errors

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  7. Title:
    Variational Inference Aided Variable Selection For Spatially Structured High Dimensional Covariates

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  8. Title:
    Approximate Bayesian methods for pseudo-time inference based on relaxed permutations

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  9. Title:
    Addressing Antidiscrimination with Variational Inference

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  10. Title:
    Stabilizing training of affine coupling layers for high-dimensional variational inference

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  11. Title:
    Low-Rank Parameterization for Efficient Bayesian Neural Networks

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  12. Title:
    Making Variational Inference Work for Statisticians: Parallel Tempering with a Variational Reference

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  13. Title:
    Targeted simulation--based inference for efficient posterior marginal estimation

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  14. Title:
    Random kernel MCMC

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  15. Title:
    SDE Matching: Scalable Variational Inference for Latent Stochastic Differential Equations

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  16. Title:
    Posterior Mean Matching: Generative Modeling through Online Bayesian Inference

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  17. Title:
    Improved rates for Stein Variational Gradient Descent

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  18. Title:
    Reverse diffusion Monte Carlo

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  19. Title:
    Variational flows with MCMC convergence

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  20. Title:
    Introduction to Statistical Physics

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