The user experimented with neural networks, specifically multilayer perceptrons (MLPs), to encode signals in graphics rendering, achieving promising results in encoding radiance and irradiance, but struggling with specular BRDFs. The user found that MLPs are relatively easy to implement but require careful tuning of parameters, training time, and inference cost to produce useful results, and ...