Asterios Chardalias

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Questions related from Asterios Chardalias

What's the most different kind of NNs you've seen packed into a single architecture?

I've recently read about a Reinforcement Learning (RL) agent with an LSTM controller overseeing an LSTM path integration module receiving occassional visual input from a CNN (Banino et al., 2018)....

05 May 2018 8,582 4 View

Do you know of any Memory-Augmented Neural Network (MANN) architecture implementing a multiple component Working Memory model ?

Memory components in MANNs are pretty basic. I know of models with multiple attention components. Are there Deep Learning (DL) architectures that employ a multiple-component approach for memory as...

03 March 2018 4,313 3 View

How can Optimality Theory, OT (Prince & Smolensky, 1993) inform Generative Adversarial Networks, GANs (Goodfellow et al., 2014)?

I see a correspodence between the GEN and EVAL components in OT and the Generative Model and the Discriminatory Model in GANs. I wonder if this goes beyond a superficial similarity. Do you believe...

06 June 2017 4,702 3 View

Do you know of any Memory-Augmented Neural Network (MANN) Architecture that uses another Neural Network as external memory?

As far as I've seen, MANN architectures employ external memories in formats other than neural networks. Some of the advantages in these architectures stem exactly from this hybridization,...

01 January 1970 1,974 11 View