这种生成图学习方法可用于链接预测、网络演化和推荐,通过交替和迭代提高生成和判别模型的性能。 Fair Graph Learning 大多数图学习算法都依赖于深度神经网络,所产生的向量可能已经包含了不想要的敏感信息。网络中存在的偏置被强化了,因此,将公平指标整合到图学习算法中以解决固有的偏置问题具有重要意义。 Interpretability o...
H. Guo, and F. Xia, “Big networks: A survey,” Computer Science Review, vol. 37, p. 100247, 2020. [21] P. Goyal and E. Ferrara, “Graph embedding techniques, applications, and performance: A survey,” Knowledge-Based Systems, vol. 151, pp. 78–94, 2018. [22] H. Cai, V. ...
Fair Graph Learning:dig.fairgraph Usage Example: a few lines of code to runSphereNetonQM9to incorporate 3D information of molecules. fromdig.threedgraph.datasetimportQM93Dfromdig.threedgraph.methodimportSphereNetfromdig.threedgraph.evaluationimportThreeDEvaluatorfromdig.threedgraph.methodimportrun# Load ...
这种生成图学习方法可用于链接预测、网络演化和推荐,通过交替和迭代提高生成和判别模型的性能。 Fair Graph Learning 大多数图学习算法都依赖于深度神经网络,所产生的向量可能已经包含了不想要的敏感信息。网络中存在的偏置被强化了,因此,将公平指标整合到图学习算法中以解决固有的偏置问题具有重要意义。 Interpretability o...
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Another distributed fair coloring algorithm (DFC) has been proposed [165]. This is an iterative algorithm that enhances the utilization of the resources while sharing as equally as possible between the users. For every iteration, it gives one resource (color) to each user as long as there are...
At the fair, they saw examples of the best carving, pottery, and jewelry by local artisans. 在博览会上,他们看到了当地工匠制作的最好的雕刻、陶器和珠宝。 Artisans aren't the same as artists, but it can sometimes be hard to tell the difference. In the Middle Ages, artisans organized themsel...
For fair comparison, FastGTNs were measured without the non-local operations. FastGTNs significantly speed up the graph transformations 150× (PPI) and reduce the memory usage 60× (PPI). (For interpretation of the references to color in this figure legend, the reader is referred to the web...
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When a business unit requests a set of requirements for an access control use case there tends to be a fair amount of push back from the software developers responsible for delivering the system. This push back is what I like to call the "Complexity Comprimise" of sofware engineering ...