Pinterest, Engineering, Monetization.
periods and apply sum pooling to each period. The results are then concatenated to generate the final representation of the sequence. In some scenarios, period sum pooling outperforms the Transformer baseline. Figure 2: Sum Pooling Deep Interest Network (DIN) [2]: Although we also explore the DIN,