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Well, NVIDIA presented its new video card that makes something similar.
Deep Learning Super Sampling (well, using the terms super sampling instead of super resolution, and deep learning instead of convolutional NN)
https://hothardware.com/news/nvidia-geforce-rtx-2080-performance-and-dlss
Using the technique, they managed to free computing resources and increase the frame rate. (even when compared to the same video card, but without DLSS)