What Are Good Positional Encodings for Directed Graphs?

30 July 2024

Papers citing "What Are Good Positional Encodings for Directed Graphs?"

14 / 14 papers shown

Title
Sentient: Multi-Scenario Behavioral Intent Analysis for Advanced Persistent Threat Detection Wenhao Yan Ning An Wei Qiao Weiheng Wu Bo-Sian Jiang Yuling Liu Zhigang Lu JunRong Liu 90 0 0 10 Feb 2025
CktGNN: Circuit Graph Neural Network for Electronic Design Automation Zehao Dong Weidong Cao Muhan Zhang Dacheng Tao Yixin Chen Xuan Zhang GNN 51 35 0 31 Aug 2023
SigMaNet: One Laplacian to Rule Them All Stefano Fiorini Stefano Coniglio Michele Ciavotta Enza Messina 52 22 0 26 May 2022
Recipe for a General, Powerful, Scalable Graph Transformer Ladislav Rampášek Mikhail Galkin Vijay Prakash Dwivedi Anh Tuan Luu Guy Wolf Dominique Beaini 102 556 0 25 May 2022
PACE: A Parallelizable Computation Encoder for Directed Acyclic Graphs Zehao Dong Muhan Zhang Fuhai Li Yixin Chen CML GNN 53 17 0 19 Mar 2022
Directed Graph Auto-Encoders Georgios Kollias Vasileios Kalantzis Tsuyoshi Idé A. Lozano Naoki Abe BDL GNN 48 35 0 25 Feb 2022
Rethinking Graph Transformers with Spectral Attention Devin Kreuzer Dominique Beaini William L. Hamilton Vincent Létourneau Prudencio Tossou 64 525 0 07 Jun 2021
RoFormer: Enhanced Transformer with Rotary Position Embedding Jianlin Su Yu Lu Shengfeng Pan Ahmed Murtadha Bo Wen Yunfeng Liu 137 2,307 0 20 Apr 2021
Directed Acyclic Graph Neural Networks Veronika Thost Jie Chen GNN AI4CE 37 107 0 20 Jan 2021
Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning Muhan Zhang Pan Li Yinglong Xia Kai Wang Long Jin 47 188 0 30 Oct 2020
Directed Graph Convolutional Network Zekun Tong Yuxuan Liang Changsheng Sun David S. Rosenblum A. Lim BDL GNN 79 115 0 29 Apr 2020
Benchmarking Graph Neural Networks Vijay Prakash Dwivedi Chaitanya K. Joshi Anh Tuan Luu T. Laurent Yoshua Bengio Xavier Bresson 292 931 0 02 Mar 2020
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 153 7,554 0 01 Oct 2018
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 524 3,264 0 24 Nov 2016