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Sep, 2023
可微贝叶斯结构学习中的拓扑排序与保证无环约束
Topological Ordering in Differentiable Bayesian Structure Learning with Guaranteed Acyclicity Constraint
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Quang-Duy Tran, Phuoc Nguyen, Bao Duong, Thin Nguyen
TL;DR
通过结合拓扑排序的知识,我们提出了一种用于限制生成图的无环性的替代方法,该方法可以降低推理复杂度,同时确保生成的图的结构是无环的,并在模拟和真实数据的实证实验中表现优于相关的基于贝叶斯评分的方法。
Abstract
score-based approaches
in the structure learning task are thriving because of their scalability.
continuous relaxation
has been the key reason for this advancement. Despite achieving promising outcomes, most of t
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