no code implementations • 22 Mar 2024 • Shaowei Wei, Zhengwei Wu, Xin Li, Qintong Wu, Zhiqiang Zhang, Jun Zhou, Lihong Gu, Jinjie Gu
Subsequently, we employ self-distillation to facilitate the transfer of knowledge from users with extensive behaviors (teachers) to users with limited behaviors (students).
1 code implementation • 20 Sep 2023 • Qian Zhao, Zhengwei Wu, Zhiqiang Zhang, Jun Zhou
To make the data augmentation schema learnable, we design an auto drop module to generate pseudo-tail nodes from head nodes and a knowledge transfer module to reconstruct the head nodes from pseudo-tail nodes.
1 code implementation • 11 Jul 2023 • Yonghui Yang, Zhengwei Wu, Le Wu, Kun Zhang, Richang Hong, Zhiqiang Zhang, Jun Zhou, Meng Wang
Second, feature augmentation imposes the same scale noise augmentation on each node, which neglects the unique characteristics of nodes on the graph.
2 code implementations • NeurIPS 2020 • Ziqi Liu, Zhengwei Wu, Zhiqiang Zhang, Jun Zhou, Shuang Yang, Le Song, Yuan Qi
However, due to the intractable computation of optimal sampling distribution, these sampling algorithms are suboptimal for GCNs and are not applicable to more general graph neural networks (GNNs) where the message aggregator contains learned weights rather than fixed weights, such as Graph Attention Networks (GAT).
Ranked #1 on Node Property Prediction on ogbn-proteins
no code implementations • 2 Feb 2019 • Arun Kumar, Zhengwei Wu, Xaq Pitkow, Paul Schrater
Estimating the structure of these internal states is crucial for understanding the neural basis of behavior.
no code implementations • 24 May 2018 • Zhengwei Wu, Paul Schrater, Xaq Pitkow
Complex behaviors are often driven by an internal model, which integrates sensory information over time and facilitates long-term planning.
no code implementations • 12 Jun 2016 • Mengwen Xu, Tianyi Wang, Zhengwei Wu, Jingbo Zhou, Jian Li, Haishan Wu
In this paper, we propose a Demand Distribution Driven Store Placement (D3SP) framework for business store placement by mining search query data from Baidu Maps.