Appendix: Towards Lower Bounds on the Depth of ReLU Neural Networks Christoph Hertrich, Amitabh Basu, Marco Di Summa, Martin Skutella A Detailed Proof of Proposition 1.3

Neural Information Processing Systems 

The fourth line is always satisfied in that case.

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