Is there a paper accomplishing finding physical law from observation without premade perception, using machine learning?
You can check this paper

Discovering physical concepts
with neural networks - https://arxiv.org/pdf/1807.10300.pdf

I quote one of the first sentences


  Here, we present a neural network architecture that can be used to discover physical concepts from experimental data without being provided with additional prior knowledge