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Graph Matching Networks for Learning the Similarity of Graph Structured Objects

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May 03 2019 DeepMind

Our latest work on neural network models for reasoning about similarity between graph structured objects, with implications for a broad spectrum of applications: https://arxiv.org/abs/1904.12787 By @liyuajia, @calbeargu, Thomas Dullien, @OriolVinyalsML and @pushmeet https://t.co/KbHzQdjh5B
6 replies, 863 likes


Apr 30 2019 pushmeet

Our latest paper shows how Neural Nets can learn to reason about graph structured objects - an ability that has implications for a broad spectrum of applications from software analysis to computer graphics. (with Yujia, Chenjie, Thomas and @OriolVinyalsML) https://arxiv.org/abs/1904.12787
1 replies, 167 likes


Aug 27 2019 Yujia Li

An example implementation of our graph matching networks is on github now! https://github.com/deepmind/deepmind-research/tree/master/graph_matching_networks The code is for our ICML paper: https://arxiv.org/abs/1904.12787. The release includes a reference implementation, a simple training loop, a synthetic task and some visualization tools.
0 replies, 49 likes


Apr 30 2019 halvarflake

My esteemed colleagues Yujia Li (@liyuajia), Chenjie Gu, Oriol Vinyals (@oriolVinyalsML), and Pushmeet Kohli (@pushmeet) got a paper I contributed a tiny bit to accepted at ICML :-). The preprint is here: http://arxiv.org/abs/1904.12787 . I learnt a lot during the work with them - ...
3 replies, 33 likes


May 05 2019 Hacker News

Graph Matching Networks for Learning the Similarity of Graph Structured Objects https://arxiv.org/abs/1904.12787
1 replies, 26 likes


May 05 2019 Florian Magin

https://arxiv.org/abs/1904.12787 seems incredibly relevant to my current intersection of ML and RE interests. I chuckled a bit when I saw @halvarflake as an author and the first figure and realized this wouldn't just deal with my abstract problem.
0 replies, 7 likes


May 03 2019 Stephen Ra

New work from @DeepMindAI on graph matching networks and a framework for graph similarity learning.
0 replies, 5 likes


May 20 2019 BioDecoded

Graph Matching Networks for Learning the Similarity of Graph Structured Objects | arXiv https://arxiv.org/abs/1904.12787 #MachineLearning https://t.co/gT4Pei04q5
0 replies, 2 likes


May 04 2019 Hacker News

Graph Matching Networks for Learning the Similarity of Graph Structured Objects: https://arxiv.org/abs/1904.12787 Comments: https://news.ycombinator.com/item?id=19829349
0 replies, 2 likes


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