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Pointwise convolutions, which dominate parameter volume in large-kernel CNNs, can be drastically reduced through a novel group-sharing strategy, enabling efficient deployment on edge devices.
TAGR's innovative approach to real-time user intent modeling and ad tokenization leads to significant revenue gains in live-stream advertising.
Generative recommendation can beat DLRM in large-scale advertising, driving a 4.2% revenue lift in Kuaishou's production system via innovations in tokenization, decoding, optimization, and serving.
