Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty and potential bias; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in Coakley et alK. L. Coakley, T. Snelleman, H. Hoos, and O. E. Gundersen, "The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers," Under Review, 2026..
On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation
Authors: Zhanke Zhou, Chenyu Zhou, Xuan Li, Jiangchao Yao, Quanming Yao, Bo Han
ICML 2023 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Empirically, we achieve state-of-the-art results on six datasets and three common GNNs. |
| Researcher Affiliation | Collaboration | 1Department of Computer Science, Hong Kong Baptist University 2Cooperative Medianet Innovation Center, Shanghai Jiao Tong University 3Shanghai AI Laboratory 4Department of Electronic Engineering, Tsinghua Unversity. |
| Pseudocode | Yes | Algorithm 1 Markov Chain-based Graph Reconstruction Attack. Algorithm 2 Markov Chain-based Defensive Training Against Graph Reconstruction Attack. |
| Open Source Code | Yes | The code is publicly available at: https: //github.com/tmlr-group/MC-GRA. |
| Open Datasets | Yes | Six common datasets are utilized in experiments, which are collected from four diverse domains: (1) Cora and Citeseer (Sen et al., 2008) are citation networks... (2) Polblogs (Adamic & Glance, 2005) is a social network... (3) USA and Brazil (Ribeiro et al., 2017) are air-traffic networks... (4) AIDS (Riesen et al., 2008) is a chemical network... |
| Dataset Splits | Yes | The dataset split setting of train/validate/test sets is consistent with other datasets used in this work. |
| Hardware Specification | Yes | The implementation software is Pytorch (Paszke et al., 2017) while the hardware is an NVIDIA RTX 3090 GPU. |
| Software Dependencies | No | The implementation software is Pytorch (Paszke et al., 2017)... It mentions PyTorch but does not specify its version number. |
| Experiment Setup | Yes | The optimal hyperparameters are obtained by random search or grid search (La Valle et al., 2004). |