4 structures to express wishes and regrets:

WISH + past tense (for the present)

WISH + someone + WOULD (for ghe future)

WISH + past perfect (for the past)

IF ONLY + past perfect (for the past) 

Note: you can also use IF ONLY instead of WISH in the other constructions for the present and future