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There is a recent trend in machine learning papers to do ablation studies, showing that SOTA results are not that great compared to old baselines. RecSys 19 best paper was about it (https://arxiv.org/abs/1907.06902). I think I saw some similar works in NLP and CV, and now it's time for GML. Two papers, one in knowledge graph link prediction and another in graph classification: https://openreview.net/forum?id=BkxSmlBFvr https://openreview.net/forum?id=HygDF6NFPB