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Potentially rewrite constraint functions for bayesian layers #53

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dustinvtran opened this issue Nov 8, 2019 · 0 comments
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Potentially rewrite constraint functions for bayesian layers #53

dustinvtran opened this issue Nov 8, 2019 · 0 comments

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@dustinvtran
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dustinvtran commented Nov 8, 2019

We currently adopt Keras' practice of unconstrained parameters followed by projected gradient descent. It's more common in probabilistic modeling code to constrain the parameter space itself, e.g., ed.Normal(0., tf.nn.softplus(tf.Variable(1.)) + tf.keras.backend.epsilon()). This is subtle but potentially an impactful change so we should be careful with our ablation studies if we want to change this behavior.

edward-bot pushed a commit that referenced this issue Nov 13, 2019
edward-bot pushed a commit that referenced this issue Nov 15, 2019
See more details in ed.initializers' docstring.

Fixes #53.

PiperOrigin-RevId: 280257372
edward-bot pushed a commit that referenced this issue Nov 15, 2019
See more details in ed.initializers' docstring.

Fixes #53.

PiperOrigin-RevId: 280257372
edward-bot pushed a commit that referenced this issue Nov 15, 2019
See more details in ed.initializers' docstring.

Fixes #53.

PiperOrigin-RevId: 280257372
edward-bot pushed a commit that referenced this issue Nov 15, 2019
See more details in ed.initializers' docstring.

Fixes #53.

PiperOrigin-RevId: 280257372
edward-bot pushed a commit that referenced this issue Nov 15, 2019
See more details in ed.initializers' docstring.

Fixes #53.

PiperOrigin-RevId: 280570568
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