[HN Gopher] Neurosymbolic Programming for Science
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       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]
        
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       (page generated 2022-11-09 23:00 UTC)