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At Collectiblepedia, we maintain a profound belief that knowledge is the key to unlocking a deeper appreciation on your collectibles. In this paper, we propose attentive flexible translation for suggestions (AFTRec) to deal with knowledge sparsity challenge by capturing a #consumer’s dynamic Choices and complicated interactions concerning goods