We compare the performance of MLaS with MLaS\lnot V to investigate the effectiveness of visual information. From the result we can observe that the proposed MLaS outperforms MLaS\lnot V, which shows that the visual information can useful supplementary information related to the item style related aspects that benefits our model. According to the results, we also observe that the proposed MLaS performs better than MLaS\lnot E, which can confirm the superiority of introducing the local and global exogenous features to our model. Additionally we also observe that when we compare the variants MLaS and MLaS\lnot P to investigate the effectiveness of the Weighted PageRank score we observe that the performance of  MLaS outperforms MLaS\lnotP. Rewrite in a formal way for a paper:
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