Emergent Causal Laws and Physical Laws
Sign Up to like & getrecommendations! Published in 2020 at "Canadian Journal of Philosophy"
DOI: 10.1017/can.2020.7
Abstract: Abstract Contrasting accounts of physicalism and strong emergentism face two problems. According to the neutrality problem, contrasting supervenience-based formulations of these positions cannot be neutral with respect to certain unrelated metaphysical commitments. According to the… read more here.
Keywords: emergent causal; laws physical; causal laws; physical laws ... See more keywords
Parsimonious neural networks learn interpretable physical laws
Sign Up to like & getrecommendations! Published in 2021 at "Scientific Reports"
DOI: 10.1038/s41598-021-92278-w
Abstract: Machine learning is playing an increasing role in the physical sciences and significant progress has been made towards embedding domain knowledge into models. Less explored is its use to discover interpretable physical laws from data.… read more here.
Keywords: neural networks; interpretable physical; networks learn; physical laws ... See more keywords
Robust data-driven discovery of governing physical laws with error bars
Sign Up to like & getrecommendations! Published in 2018 at "Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences"
DOI: 10.1098/rspa.2018.0305
Abstract: Discovering governing physical laws from noisy data is a grand challenge in many science and engineering research areas. We present a new approach to data-driven discovery of ordinary differential equations (ODEs) and partial differential equations… read more here.
Keywords: driven discovery; data driven; robust data; error bars ... See more keywords
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
Simplicity of Physical Laws. Informationaltheoretical Limits
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DOI: 10.1109/access.2022.3177274
Abstract: To assess the required simplicity of physical law, it is proposed that the finite information quantity (FIQ)-based approach be used. The approach proved to be reliable and accurate when analyzing the results of measuring physical… read more here.
Keywords: informationaltheoretical limits; simplicity physical; simplicity; physical laws ... See more keywords