研究人员通过扩展先前基于庞加莱双曲GRU的工作，引入了新的非欧几里得神经量子态（NQS），包括洛伦兹RNN、洛伦兹GRU和庞加莱RNN。这些新的双曲NQS变体在涉及量子多体系统的变分蒙特卡洛实验中，一致优于其欧几里得对应物。值得注意的是，洛伦兹RNN在参数更少的情况下表现出卓越的性能，在几种配置中超越了欧几里得GRU和其他双曲NQS。 AI
影响 引入了在量子多体模拟中优于欧几里得对应物的新型双曲NQS架构。
排序理由 介绍新模型架构和实验结果的学术论文。
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arXiv:2604.24337v1 Announce Type: cross Abstract: In this work, we extend the class of previously introduced non-Euclidean neural quantum states (NQS) which consists only of Poincar\'e hyperbolic GRU, to new variants including Poincar\'e RNN as well as Lorentz RNN and Lorentz GRU…
In this work, we extend the class of previously introduced non-Euclidean neural quantum states (NQS) which consists only of Poincaré hyperbolic GRU, to new variants including Poincaré RNN as well as Lorentz RNN and Lorentz GRU. In addition to constructing and introducing the new …