论文:Graph-Less Neural Networks: Teaching Old MLPs New Tricks Via Distillation 作者:Shichang Zhang, Yozen Liu, Yizhou Sun, Neil Shah 来源:ICLR2022 Background 图神经网络(Graph Neural Networks GNNs)最近在图机器学习(Graph Machine Learning GML)研究中很火,并在节点分类(node classification)任务上表现很...
论文标题:Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation 论文作者:Shichang Zhang, Yozen Liu, Yizhou Sun, Neil Shah 论文来源:2022, ICLR 论文地址:download 论文代码:download 1 Introduction GNN 在图上受领域聚合的限制,经典的加速方法如 pruning 和 quantization,可以减少乘法和累...
Graph-less Neural Networks (GLNN) Code for Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation by Shichang Zhang, Yozen Liu, Yizhou Sun, and Neil Shah. Overview Distillation framework Accuracy vs. inference time on the ogbn-products dataset Getting Started Setup Environment...
Some embodiments can construct an untrained model comprising a graph neural network (GNN), a first artificial feed-forward neural network (ANN), and a second ANN. Next, the embodiments can train the untrained model to obtain a trained model by: training the first ANN using at least IP ...
Though Graph Neural Networks (GNNs) have provided state-of-the-art network architectures for collaborative filtering, the accuracy and extensibility of existing GNN-based methods are limited by the noise-amplifying over-smoothing effect and the time-consuming iterative graph encoding process. Three exper...
Some embodiments can construct an untrained model comprising a graph neural network (GNN), a first artificial feed-forward neural network (ANN), and a second ANN. Next, the embodiments can train the untrained model to obtain a trained model by: training the first ANN using at least IP ...
The key is to leverage a well-trained graph neural network (GNN) to identify all the gates in a given locked netlist that belong to the targeted protection logic, without requiring an oracle. This approach fits perfectly with the targeted problem since a circuit is a graph with an inherent ...
Handling Information Loss of Graph Neural Networks for Session-based Recommendation, Tianwen Chen and Raymong Chi-Wing Wong, KDD '20 Requirements PyTorch 1.6.0 NumPy 1.19.1 Pandas 1.1.3 DGL 0.5.2 Usage Install the requirements. If you use Anaconda, you can create a conda environment with the...
Graph-less Neural Networks (GLNN) Code for Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation by Shichang Zhang, Yozen Liu, Yizhou Sun, and Neil Shah. Overview Distillation framework Accuracy vs. inference time on the ogbn-products dataset Getting Started Setup Environment...