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20092022
most citedDeep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Brain's Ventral Visual Pathway

1.1k citations

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Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

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stat.ML2018

Forward Amortized Inference for Likelihood-Free Variational Marginalization

Luca Ambrogioni, Umut Güçlü, Julia Berezutskaya +5

In this paper, we introduce a new form of amortized variational inference by using the forward KL divergence in a joint-contrastive variational loss. The resulting forward amortize…

stat.ML2017★ 2 cited

Estimating Nonlinear Dynamics with the ConvNet Smoother

Luca Ambrogioni, Umut Güçlü, Eric Maris +1

Estimating the state of a dynamical system from a series of noise-corrupted observations is fundamental in many areas of science and engineering. The most well-known method, the Ka…