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Integral Equations and Machine Learning
As both light transport simulation and reinforcement learning are ruled by the same Fredholm integral equation of the second kind, reinforcement learning techniques may be used for photorealistic image synthesis: Efficiency may be dramatically improved by guiding light transport paths by an approximate solution of the integral equation that is learned during rendering.
Learning Light Transport the Reinforced Way
We show that the equations of reinforcement learning and light transport simulation are related integral equations.
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