[HN Gopher] Neurosymbolic Programming for Science ___________________________________________________________________ Neurosymbolic Programming for Science Author : insider_7 Score : 35 points Date : 2022-11-09 19:29 UTC (3 hours ago) (HTM) web link (arxiv.org) (TXT) w3m dump (arxiv.org) | Kalanos wrote: | Is this a branch of "scientific machine learning" ? | ubj wrote: | Related site with overview of broad research vision and | additional papers: | | http://www.neurosymbolic.org/index.html | insider_7 wrote: | Neurosymbolic Programming (NP) techniques have the potential to | accelerate scientific discovery. These models combine neural and | symbolic components to learn complex patterns and representations | from data, using high-level concepts or known constraints. NP | techniques can interface with symbolic domain knowledge from | scientists, such as prior knowledge and experimental context, to | produce interpretable outputs. We identify opportunities and | challenges between current NP models and scientific workflows, | with real-world examples from behavior analysis in science: to | enable the use of NP broadly for workflows across the natural and | social sciences. | [deleted] ___________________________________________________________________ (page generated 2022-11-09 23:00 UTC)