Computational Bayesian Statistics Journal Club

America/New_York
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Description
Meeting: Computational Bayesian Statistics Journal Club
 
Date: Friday, November 13th

Time: 11:00am - 12:00pm EST

Moderator: Aki Vehtari [Aalto Uni]

Topic: Improvements and limitations of autodiff variational inference (ADVI)

Paper:
  - Robust, Accurate Stochastic Optimization for Variational Inference
    https://arxiv.org/abs/2009.00666
Additional Papers:

Pareto k diagnostic, difference between pre-asymptotic and asymptotic behavior,
and high dimensional examples are from
  - Pareto Smoothed Importance Sampling
    https://arxiv.org/abs/1507.02646

Some ideas on why stochastic optimization for other divergences is
more difficult comes from

  - Perturbative Black Box Variational Inference
    https://arxiv.org/abs/1709.07433
 
 

Please email Sara Mejias Gonzalez at smgonzalez@flatironinstitute.org for Zoom information if you would like to participate.

The agenda of this meeting is empty