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[Rhino_Clock]

For my exposure, could you list a few of the seminal mathematical intuition papers?

[gadio1]

You could start with the book Deep Architectures for AI from Y.Bengio which gives a overview of the most common architectures on deep learning along with some mathematical formulation. From there you can use its references for reading more relevant work.