AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search
Por um escritor misterioso
Last updated 06 julho 2024
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://imagedelivery.net/QkQZdsoGFGv9zXcd0AFUqg/61110f7d-603d-3d7b-b818-9dda91108485.png/public)
This paper studies the problem of finding graphs that maximize the number of edges, while avoiding short cycles. It formulates graph generation as a reinforcement learning task, and compares methods like AlphaZero and tabu search. A key finding is that using a curriculum - building larger graphs from good smaller graphs - significantly improves performance. The work makes progress on an open problem in extremal graph theory.
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://www.catalyzex.com/_next/image?url=https%3A%2F%2Fd3i71xaburhd42.cloudfront.net%2F27bc5e4ab34a45ebb447d53fc1afae0e2c33e469%2F2-Figure1-1.png&w=640&q=75)
Petar Veličković - CatalyzeX
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://media.springernature.com/lw685/springer-static/image/art%3A10.1007%2Fs10462-022-10309-y/MediaObjects/10462_2022_10309_Fig46a_HTML.png)
A new hyper-heuristic based on ant lion optimizer and Tabu search algorithm for replica management in cloud environment
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://imagedelivery.net/QkQZdsoGFGv9zXcd0AFUqg/10216766-5915-9e25-0109-9c43b6d58006.png/public)
AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://imagedelivery.net/QkQZdsoGFGv9zXcd0AFUqg/b6782547-118b-92fa-9006-861a2a0422ea.png/public)
AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://media.springernature.com/lw685/springer-static/image/art%3A10.1007%2Fs10462-022-10309-y/MediaObjects/10462_2022_10309_Fig41a_HTML.png)
A new hyper-heuristic based on ant lion optimizer and Tabu search algorithm for replica management in cloud environment
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://smartmobilityalgorithms.github.io/book/_images/b7bb947bffb6bb59f10c4299e90d8f8dd03a1d36b5e32da10b5bac45460b3cc7.png)
Tabu Search — AI Search Algorithms for Smart Mobility
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://mila.quebec/wp-content/uploads/2022/08/CIFAR-logo-2020-WHITE_REVERSED.png?x56627)
Nearly 100 Mila-affiliated scientific papers accepted at NeurIPS 2023 - Mila
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://media.springernature.com/lw685/springer-static/image/art%3A10.1007%2Fs10462-022-10309-y/MediaObjects/10462_2022_10309_Fig44c_HTML.png)
A new hyper-heuristic based on ant lion optimizer and Tabu search algorithm for replica management in cloud environment
Satheesh Kumar V na LinkedIn: Synechron CEO's Winning Formula: Agile, ethical, and culturally strong
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://www.catalyzex.com/_next/image?url=https%3A%2F%2Fd3i71xaburhd42.cloudfront.net%2F7ebf155d764b3a6a493053657edbf9c0a4c929c0%2F1-Figure1-1.png&w=640&q=75)
Petar Veličković - CatalyzeX
Petar Veličković posted on LinkedIn
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://users.wpi.edu/~zadam/avatar_copy.jpg)
Adam Zsolt Wagner
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://imagedelivery.net/QkQZdsoGFGv9zXcd0AFUqg/61110f7d-603d-3d7b-b818-9dda91108485.png/public)
AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://media.springernature.com/m685/springer-static/image/art%3A10.1038%2Fs41598-022-19419-7/MediaObjects/41598_2022_19419_Fig3_HTML.png)
Explainable artificial intelligence through graph theory by generalized social network analysis-based classifier
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