AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search
Por um escritor misterioso
Last updated 05 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.bulletpapers.ai/_next/image?url=https%3A%2F%2Fkgnhefrmbjjbtprlxnag.supabase.co%2Fstorage%2Fv1%2Fobject%2Fpublic%2Fimages%2Fgraph%20theory.png%3F&w=1920&q=75)
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_Fig54_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://substackcdn.com/image/fetch/w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fde47a260-5397-4fc8-b158-4813d14986aa_1136x1370.png)
🔮 Postmodern biology; meowing AI; robotic reliance; insurance inflation ++ #445
Petar Veličković on LinkedIn: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://pbs.twimg.com/media/F1OYIfHXsAASsED.jpg)
Juan (@jeandut14000) / X
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://d3i71xaburhd42.cloudfront.net/2a55d42c964e7fe63f1d9f1cd0d93f2f3479cca4/8-Table1-1.png)
PDF] Proving Theorems using Incremental Learning and Hindsight Experience Replay
![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_Fig10_HTML.png)
A new hyper-heuristic based on ant lion optimizer and Tabu search algorithm for replica management in cloud environment
TransformerCVAE/data/arxiv/artificial intelligence_10047_15000_15_title.txt at master · fangleai/TransformerCVAE · GitHub
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F96aa713c-b3c7-434e-a387-36d78ca3b6f6_1448x1446.png)
🌪️ Three months of AI in six charts
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://media.springernature.com/m685/springer-static/image/art%3A10.1038%2Fs41598-022-22933-3/MediaObjects/41598_2022_22933_Fig12_HTML.png)
Immunity-based Ebola optimization search algorithm for minimization of feature extraction with reduction in digital mammography using CNN models
![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_Fig44b_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://pubs.acs.org/cms/10.1021/acs.jcim.3c00526/asset/images/large/ci3c00526_0004.jpeg)
Comparison of Taboo Search Methods for Atomic Cluster Global Optimization with a Basin-Hopping Algorithm
![AI Summary: Finding Increasingly Large Extremal Graphs with AlphaZero and Tabu Search](https://d3i71xaburhd42.cloudfront.net/9ecefde2659127da3ed4d94a1b688528c28eac53/2-Figure1-1.png)
Petar Veličković - CatalyzeX
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