From the comments on our previous post Improving ADC resolution by oversampling and averaging application note, Edward Mallon writes:
I managed to get oversampling working well on cheap Arduino promini clones. Turns out all you have to do is toggle a digital pin connected to ground with the right size resistor to generate enough noise for the technique to work.
More details at Arduino based underwater sensors homepage.