Methods › Graphs › Graph Models › GIN

Graph Isomorphism Network

GIN

43 papers tagged archive 2025-07-28

Introduced by Keyulu Xu et al. in How Powerful are Graph Neural Networks?

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Papers archive 2025-07-28

30 shown of 43, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

• Evaluating Loss Functions for Graph Neural Networks: Towards Pretraining and Generalization
  17 Jun 2025 · 0 repositories · arXiv:2506.14114
• GNN-Suite: a Graph Neural Network Benchmarking Framework for Biomedical Informatics
  15 May 2025 · 1 repository · arXiv:2505.10711
• Robustness questions the interpretability of graph neural networks: what to do?
  5 May 2025 · 0 repositories · arXiv:2505.02566
• Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence
  13 Feb 2025 · 1 repository · arXiv:2502.09263
  Syntology ran 4 of 12 samples · 8 unverified
• DenseGNN: universal and scalable deeper graph neural networks for high-performance property prediction in crystals and molecules
  5 Jan 2025 · 1 repository · arXiv:2501.03278
• Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers
  4 Jan 2025 · 1 repository · arXiv:2501.02393
• Communication-Efficient Personalized Federal Graph Learning via Low-Rank Decomposition
  18 Dec 2024 · 0 repositories · arXiv:2412.13442
• Using Half-Precision for GNN Training
  2 Nov 2024 · 0 repositories · arXiv:2411.01109
• An Analysis of Novel Money Laundering Data Using Heterogeneous Graph Isomorphism Networks. FinCEN Files Case Study
  26 Jul 2024 · 1 repository
• Tackling Oversmoothing in GNN via Graph Sparsification: A Truss-based Approach
  16 Jul 2024 · 0 repositories · arXiv:2407.11928
• Network Analytics for Anti-Money Laundering -- A Systematic Literature Review and Experimental Evaluation
  29 May 2024 · 1 repository · arXiv:2405.19383
• NaNa and MiGu: Semantic Data Augmentation Techniques to Enhance Protein Classification in Graph Neural Networks
  21 Mar 2024 · 1 repository · arXiv:2403.14736
• A Simple and Yet Fairly Effective Defense for Graph Neural Networks
  21 Feb 2024 · 1 repository · arXiv:2402.13987
  Syntology ran 1 of 3 samples · 2 unverified
• On the Power of Graph Neural Networks and Feature Augmentation Strategies to Classify Social Networks
  11 Jan 2024 · 1 repository · arXiv:2401.06048
• On the Adversarial Robustness of Graph Contrastive Learning Methods
  29 Nov 2023 · 0 repositories · arXiv:2311.17853
• Enhancing Genetic Improvement Mutations Using Large Language Models
  18 Oct 2023 · 1 repository · arXiv:2310.19813
• Graph Isomorphic Networks for Assessing Reliability of the Medium-Voltage Grid
  2 Oct 2023 · 1 repository · arXiv:2310.01181
• GIN: Generative INvariant Shape Prior for Amodal Instance Segmentation
  22 Sep 2023 · 0 repositories
• InkStream: Real-time GNN Inference on Streaming Graphs via Incremental Update
  20 Sep 2023 · 1 repository · arXiv:2309.11071
• Generalized Independent Noise Condition for Estimating Causal Structure with Latent Variables
  13 Aug 2023 · 0 repositories · arXiv:2308.06718
• H2CGL: Modeling Dynamics of Citation Network for Impact Prediction
  16 Apr 2023 · 1 repository · arXiv:2305.01572
• A Graph Isomorphism Network with Weighted Multiple Aggregators for Speech Emotion Recognition
  3 Jul 2022 · 0 repositories · arXiv:2207.00940
• ProGNNosis: A Data-driven Model to Predict GNN Computation Time Using Graph Metrics
  16 Jun 2022 · 0 repositories · arXiv:2206.08258
• Graph neural networks and attention-based CNN-LSTM for protein classification
  20 Apr 2022 · 1 repository · arXiv:2204.09486
• Exploiting Neighbor Effect: Conv-Agnostic GNNs Framework for Graphs with Heterophily
  19 Mar 2022 · 1 repository · arXiv:2203.11200
• Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities
  8 Feb 2022 · 1 repository · arXiv:2202.03630
• Investigating Transfer Learning in Graph Neural Networks
  1 Feb 2022 · 0 repositories · arXiv:2202.00740
• Decoupling the Depth and Scope of Graph Neural Networks
  19 Jan 2022 · 1 repository · arXiv:2201.07858
  Syntology ran 0 of 2 samples · 2 unverified · 2 pointer-only (licence)
• Architecture and Operation Adaptive Network for Online Recommendations
  14 Aug 2021 · 1 repository
• On Graph Neural Network Ensembles for Large-Scale Molecular Property Prediction
  29 Jun 2021 · 1 repository · arXiv:2106.15529

Tasks archive 2025-07-28

20 shown of 59 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Usage over time archive 2025-07-28

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

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