Symbolic Pregression: Discovering Physical Laws from Raw Distorted Video
Sign Up to like & getrecommendations! Published in 2021 at "Physical review. E"
DOI: 10.1103/physreve.103.043307
Abstract: We present a method for unsupervised learning of equations of motion for objects in raw and optionally distorted unlabeled synthetic video (or, more generally, for discovering and modeling predictable features in time-series data). We first… read more here.
Keywords: laws raw; pregression; pregression discovering; discovering physical ... See more keywords
Discovering physical concepts with neural networks
Sign Up to like & getrecommendations! Published in 2020 at "Physical review letters"
DOI: 10.1103/physrevlett.124.010508
Abstract: Despite the success of neural networks at solving concrete physics problems, their use as a general-purpose tool for scientific discovery is still in its infancy. Here, we approach this problem by modeling a neural network… read more here.
Keywords: concepts neural; neural networks; discovering physical; physical concepts ... See more keywords