Variational Inference
VISA: Variational Inference with Sequential Sample-Average Approximations
·1502 words·8 mins·
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Machine Learning
Variational Inference
🏢 Amsterdam Machine Learning Lab
VISA, a new variational inference method, significantly speeds up approximate inference for complex models by reusing model evaluations across multiple gradient steps, achieving comparable accuracy wi…
TreeVI: Reparameterizable Tree-structured Variational Inference for Instance-level Correlation Capturing
·1694 words·8 mins·
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Machine Learning
Variational Inference
🏢 School of Computer Science and Engineering, Sun Yat-Sen University
TreeVI: Scalable tree-structured variational inference captures instance-level correlations for improved model accuracy.
EigenVI: score-based variational inference with orthogonal function expansions
·2049 words·10 mins·
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Variational Inference
🏢 Flatiron Institute
EigenVI: a novel score-based variational inference method using orthogonal function expansions, offers closed-form solutions by solving eigenvalue problems, outperforming existing Gaussian BBVI method…