Well you write something about this bot?

What type of input do you use for gun? Pre-processing is helpful. I also recommend you to use a perceptron. It doesn't create much difference but much faster. You can use non-linear functions to make a perceptron create a non-linear function f.e. x^2 + y^2. Also congratulations!

Thanks for the suggestion with the perceptron! I read Gaff also uses multiple perceptrons. I will look into it.

I use regular gun attributes such as velocity, acceleration, distance, time since deceleration, distance-last-10, current guess factor etc., all re-scaled to be between 0 and 1.

Is Gaff using perceptions? I remembered that he uses traditional neural networks without hidden layers. But I’m not sure anyway.

As long as I can remember he uses a simple MLP with no hidden layers + radial basis function.

Yeah, in Gaff/Targeting it says "Each network network is a simple multi-layer perceptron network. There are no hidden layers since I found that they only slowed down learning without adding any significant improvement."