The concept known as the 'information bottleneck' is proposed as a theory to help explain why deep neural networks perform successfully.
Sources
- New Theory Cracks Open the Black Box of Deep Neural Networks (wired.com)
- https://www.quantamagazine.org/new-theory-cracks-open-the-black-box-of-deep-learning-20170921/ (quantamagazine.org)
- https://arxiv.org/abs/1503.02406 (arxiv.org)
- https://arxiv.org/pdf/1903.10563 (arxiv.org)
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