Strong 1v1 surfing with melee gun

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Strong 1v1 surfing with melee gun

This bot is quite interesting! I guess it needs only a GuessFactor gun to enter top 10 lol.

Anyway, I spotted this bot because I got +15 APS on this bot by using BeepBoop style pow(ax + b) formula, comparing to the linear version. This gives me the insight that non-linear embedding in guns benefit the most from being different. Linear spaces of attributes are all similar, but the more non-linear the embedding is, the more unique it looks, thus better performance on surfers.

Xor (talk)06:20, 27 July 2022