[HN Gopher] Beyond message passing: A physics-inspired paradigm ...
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       Beyond message passing: A physics-inspired paradigm for graph
       neural networks
        
       Author : andreyk
       Score  : 57 points
       Date   : 2022-05-09 18:04 UTC (4 hours ago)
        
 (HTM) web link (thegradient.pub)
 (TXT) w3m dump (thegradient.pub)
        
       | phonebucket wrote:
       | Can anyone recommend any arXiv/paper links on the subject for
       | someone with reasonable prerequisties (e.g. neural ODEs, physics
       | informed neural networks and message passing)? The number of
       | references in the article is a bit of an overload! Looks like
       | fascinating field.
        
         | ssivark wrote:
         | From a quick glance, the blog post seems to be based on the
         | following paper involving the same author:
         | https://arxiv.org/abs/2106.10934
        
         | andreyk wrote:
         | A survey paper is usually a good way to go, such as A
         | comprehensive survey on graph neural networks
         | (https://arxiv.org/abs/1901.00596) or Graph Neural Networks: A
         | Review of Methods and Applications
         | (https://arxiv.org/abs/1812.08434)
        
           | albertzeyer wrote:
           | Can someone explain the downvotes here? If you think these
           | are bad papers, maybe recommend some better ones? Or what is
           | wrong with this post?
        
       | hasmanean wrote:
       | So when will we have message-passing processor architectures
       | again?
        
       | sandGorgon wrote:
       | anyone running graph neural networks in production ? what
       | framework do you use ?
        
         | dil8 wrote:
         | Check out dgl (https://github.com/dmlc/dgl). A lot of papers
         | and algorithms are implemented in the examples section.
        
       | melony wrote:
       | Are implementations of belief propagation considered message
       | passing GNNs?
        
         | andreyk wrote:
         | Pretty sure that's the case, yeah
        
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       (page generated 2022-05-09 23:00 UTC)