Video:
pdf_demo.mp4 demonstrates how the PDF and CDF evolve during training (on UBC-Liberty). It shows the importance of addressing the dynamic nature of training. It also verifies that the margin of 1.0 used by previous work has minimal effect.

The video can be played by the free VLC player:
https://www.videolan.org/vlc/index.html
