Mathematics, Machine Learning, Reinforcement Learning, Optimization.
the quadratic constraint is for Trust Region Based Improvement on the Policy. The theta here represents the parameters of a neural network which can be very large. Plus having these constraints make the optimization very difficult. Hence, the authors convert this into its dual. Eqn (12) from Achiam