Machine Learning, Optimization, Gradient Descent, Reinforcement Learning.
much better surrogate for this problem and the d/dθ c_ϕ term pushes the solution towards the correct solution θ=1. The surrogate function reflects the pay-off much better; it’s supposed to increase monotonically with θ. The reason REBAR fails here is because f is meant to be used on discrete values