The past tense of stick to one's knitting is stuck to one's knitting.

The third-person singular simple present indicative form of stick to one's knitting is sticks to one's knitting.

The present participle of stick to one's knitting is sticking to one's knitting.

The past participle of stick to one's knitting is stuck to one's knitting.