Reinforcement learning for the knapsack problem

DOI10.1007/978-3-030-86286-2_1zbMath1497.90182OpenAlexW4206366510MaRDI QIDQ2089607

Wendelin Böhmer, J. Theresia van Essen, Jacopo Pierotti, Maximilian Kronmueller, Javier Alonso-Mora

Publication date: 23 October 2022

Full work available at URL: https://doi.org/10.1007/978-3-030-86286-2_1

zbMATH Keywords

transformerknapsack problemreinforcement learningend-to-endself-attentionmulti-task DQN

Mathematics Subject Classification ID

Combinatorial optimization (90C27)

Uses Software

• AdaGrad
• Tensor2Tensor

Cites Work

• Where are the hard knapsack problems?
• \({\mathcal Q}\)-learning
• Machine learning for combinatorial optimization: a methodological tour d'horizon
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