>Another option for how to deal with block withholding attacks: Give the miner who finds the block a bonus.
...
>This must have been proposed before, right? Anyone know of a good analysis of the game theory math?

Yes, Section 8.D. in Ittay's paper discusses this countermeasure, as well as a few others:
    https://www.cs.cornell.edu/~ie53/publications/btcPoolsSP15.pdf

- egs