SML:Enhance the Network Smoothness with Skip Meta Logit for CTR Prediction

no code implementations • 9 Oct 2022 • Wenlong Deng, Lang Lang, Zhen Liu, Bin Liu

In light of the smoothness property brought by skip connections in ResNet, this paper proposed the Skip Logit to introduce the skip connection mechanism that fits arbitrary DNN dimensions and embraces similar properties to ResNet.

Click-Through Rate Prediction Learning-To-Rank

Architecture and Operation Adaptive Network for Online Recommendations

1 code implementation • KDD 2021 • Lang Lang, Zhenlong Zhu, Xuanye Liu, Jianxin Zhao, Jixing Xu, Minghui Shan

We proved that GIN is a generalized form of a wide range of state-of-the-art models, which means GIN can automatically search for the best operation among these models as well as a broader underlying architecture space.