This should be pretty easy to figure out, but the six current leaderboard submissions that are tied at 3.93e-7 adj / 3.93e-6 MSE are probably all the plain & simple covariance propagation baseline. Which decisively beats sampling in Phase 2. Exciting!
Which means the 8 leaderboard entries doing even worse than that are kind of hilarious.