e.g. Training a graph classifier entails identifying whatconstitutesa class, i.e., finding properties shared by graphs in one class but not the other, and then deciding whether new graphsabideto said learned properties.
7.entail:v.牽涉; 需要; 使必要.to involve sth that cannot be avoided.
e.g.Due to the recursive definition of the Chebyshev polynomials, the computation of the filtergα(Δ)fgα(Δ)fentailsapplying the Laplacianrrtimes, resulting cal operator affecting only 1-hop neighbors of a vertex and inO(rn)O(rn)operations.
8.encompass:v.包含, 包括, 涉及(大量事物); 包圍, 圍繞, 圍住.
e.g.This model is chosen as it is sufficiently general toencompassseveral state-of-the-art networks.
e.g.The k-cycle detection problem entails determining if G contains a k-cycle.
9. reveal: v. 揭示, 顯示, 透露, 顯出, 露出, 展示.
10.bestow: v.將(…)給予, 授予, 獻給.
e.g.Aiming tobestowGCNs with theoretical guarantees, one promising research direction is to study graph scattering transforms (GSTs).
11.alleviate: v.減輕, 緩和, 緩解.
12.investigate: v.偵查(某事), 調查(某人), 研究, 調查.
e.g.The sensitivity of pGST to random and localized noise is alsoinvestigated.
13. fuse: v. (使)融合, 熔接, 結合; (使)熔化, (使保險絲熔斷而)停止工作.
e.g.We thenfusethe topological embeddings with the initial node features into the initial query representations using a query networkfqfqimplemented as a two-layer feed-forward neural network.
14.magnify: v.放大, 擴大; 增強; 夸大(重要性或嚴重性); 夸張.
e.g. ..., adding more layers also leads to more parameters whichmagnifythe potential of overfitting.
15.circumvent: v. 設法回避, 規避; 繞過, 繞行.
e.g.Tocircumventthe issue and fulfill both goals simultaneously, we can add a negative term...