Gumbel-softmax-based optimization: a simple general framework for optimization problems on graphs

Gumbel-softmax-based optimization: a simple general framework for optimization problems on graphs

Abstract In computer science, there exist a large number of optimization problems defined on graphs, that is to find a best node state configuration or a network structure, such that the designed objective function is optimized under some constraints. However, these problems are notorious for their...

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Bibliographic Details
Main Authors: Yaoxin Li, Jing Liu, Guozheng Lin, Yueyuan Hou, Muyun Mou, Jiang Zhang
Format: Article
Language:English
Published: SpringerOpen 2021-02-01
Series:Computational Social Networks
Subjects:
Optimization problems on graphs
Gumbel-softmax
Evolution strategy
Online Access:https://doi.org/10.1186/s40649-021-00086-z

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