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README.md
convergence.py
dynamics.py
fig_L.py
fig_verify.py
utils.py

README.md

ICML17_ReLU

Relevant paper:

An Analytical Formula of Population Gradient for two-layered ReLU network and its Applications in Convergence and Critical Point Analysis
Yuandong Tian
ICML, 2017

link

Usage

Simply run python convergence.py to check the convergence with population gradient. fig_L.py and fig_verify.py can be used to regenerate the figures in the paper.

Dependence

Python, Matplotlib

License

MIT