Graph ML in 2022: Where Are We Now?

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A new winter holiday longread - what happened in the Graph ML field in 2021? What to expect in 2022? We reflect upon a dozen of research trends - brought by yours truly, Anton Tsitsulin, Anvar Kurmukov, and Sergey Ivanov (with a surprise cameo appearance in the end).