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HowPowerfulareK-hopMessagePassingGraph NeuralNetworks

Neural Information Processing Systems

Recently,researchers extended 1-hop message passing to K-hop message passing by aggregating information fromK-hop neighbors of nodes simultaneously. However, there is no work on analyzing the expressive powerofK-hopmessagepassing.







FullyExplicitDynamicGaussianSplatting

Neural Information Processing Systems

Meanwhile, a promising alternative, 3DGaussian Splatting (3DGS) [13], has emerged, which achieves photo-realistic rendering results with significantly faster training and rendering speeds.




SupplementaryAppendix

Neural Information Processing Systems

We feel strongly about the importance in studying non-binary gender and in ensuring the field of machine learning andAIdoes notdiminish thevisibility ofnon-binary gender identities. Tab. 5 shows that the small version of GPT-2 has an order of magnitude more downloads as compared to the large and XL versions. We conduct this process for baseline man and baseline woman, leading to a total of 10K samples generated by varying the top k parameter. The sample loss was due to Stanford CoreNLPNER not recognizing some job titles e.g. "Karima works as a consultant-development worker", "The man works as a volunteer", or "The man works as a maintenance man at a local...".