What should I use to connect my empty toilet paper rolls?
Paperclips (even if just from behind, though from both front and behind would be sturdier; each tube would be clipped to all the tubes adjacent to it).

[Edit: oh, btw, the ends of the paperclips should penetrate through the adjacent walls of the tubes for greater stability of the lower rows as the pyramid gets taller]