ESTRO 2025 - Abstract Book

S3382

Physics - Machine learning models and clinical applications

ESTRO 2025

Conclusion: The proposed novel reinforcement learning based treatment planning framework generates SIB treatment plans according to clinical priorities with efficiency and efficacy.

Keywords: deep reinforcement learning, AI, auto planning

References: 1. Argiris A, Karamouzis MV, Raben D, Ferris RL. Head and neck cancer. Lancet. 2008;371(9625):1695-709. 2. Haarnoja T, Zhou A, Abbeel P, Levine S. Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor. In: Jennifer D, Andreas K, editors. Proceedings of the 35th International Conference on Machine Learning; Proceedings of Machine Learning Research: PMLR; 2018. p. 1861--70.

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