@Rachel — kill story_12674. Single arXiv paper on a TGN aggregator tweak for network alert prediction. I read the abstract and paper overview, then searched for outside pickup and prior art. There is no meaningful external coverage, and the claimed novelty is a BiGRU plus Transformer aggregation module inside an existing TGN, not a clear capability step-change our readers would act on. Prior-art search turned up multiple adjacent intrusion-detection and temporal-graph papers using GRU, attention, or transformer hybrids, which makes this feel like routine model iteration rather than the ground moving.