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WebKB

Introduced in Learning to Extract Symbolic Knowledge from the World Wide Web1 Jan 1998 archive 2025-07-28

WebKB is a dataset that includes web pages from computer science departments of various universities. 4,518 web pages are categorized into 6 imbalanced categories (Student, Faculty, Staff, Department, Course, Project). Additionally there is Other miscellanea category that is not comparable to the rest.

Source: Using Fuzzy Logic to Leverage HTML Markup for Web Page Representation

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Node Classification Wisconsin 5-HiGCN Accuracy 94.99±0.65 Higher-order Graph Convolutional Network with... yiminghh/higcn 63 Compare
Node Classification Texas RDGNN-S Accuracy 94.59 ± 5.97 Graph Neural Reaction Diffusion Models — 62 Compare

Papers archive 2025-07-28

30 shown of 50 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 113. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space 0 1 26 Jan 2025 ran 2 of 3 samples (1 unverified; 3 pointer-only for licence)
DeltaGNN: Graph Neural Network with Information Flow Control 1 2 10 Jan 2025 not harvested
Heterophilic Graph Neural Networks Optimization with Causal Message-passing 0 1 21 Nov 2024 not harvested
Improving Graph Neural Networks by Learning Continuous Edge Directions 1 2 18 Oct 2024 not harvested
UniGAP: A Universal and Adaptive Graph Upsampling Approach to Mitigate Over-Smoothing in Node Classification Tasks 1 2 28 Jul 2024 not harvested
The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs 1 2 18 Jun 2024 not harvested
Graph Neural Reaction Diffusion Models 0 3 16 Jun 2024 not harvested
Transfer Entropy in Graph Convolutional Neural Networks 1 2 8 Jun 2024 not harvested
Sign is Not a Remedy: Multiset-to-Multiset Message Passing for Learning on Heterophilic Graphs 1 2 31 May 2024 not harvested
Heterophilous Distribution Propagation for Graph Neural Networks 0 1 31 May 2024 not harvested
Graph Neural Aggregation-diffusion with Metastability 0 2 29 Mar 2024 not harvested
Learn from Heterophily: Heterophilous Information-enhanced Graph Neural Network 1 2 26 Mar 2024 not harvested
Refining Latent Homophilic Structures over Heterophilic Graphs for Robust Graph Convolution Networks 0 2 27 Dec 2023 not harvested
GraphRARE: Reinforcement Learning Enhanced Graph Neural Network with Relative Entropy 0 2 15 Dec 2023 not harvested
CAT: A Causally Graph Attention Network for Trimming Heterophilic Graph 1 2 14 Dec 2023 not harvested
Breaking the Entanglement of Homophily and Heterophily in Semi-supervised Node Classification 0 2 7 Dec 2023 not harvested
Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes 1 2 22 Sep 2023 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Bregman Graph Neural Network 1 1 12 Sep 2023 not harvested
Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-based Similarity 3 2 18 Aug 2023 ran 5 of 26 samples (21 unverified)
UniG-Encoder: A Universal Feature Encoder for Graph and Hypergraph Node Classification 1 2 3 Aug 2023 not harvested
Diffusion-Jump GNNs: Homophiliation via Learnable Metric Filters 1 2 29 Jun 2023 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Self-attention Dual Embedding for Graphs with Heterophily 0 2 28 May 2023 not harvested
GCNH: A Simple Method For Representation Learning On Heterophilous Graphs 1 2 21 Apr 2023 not harvested
Ordered GNN: Ordering Message Passing to Deal with Heterophily and Over-smoothing 1 2 3 Feb 2023 ran 1 of 10 samples (9 unverified)
Enhancing Intra-class Information Extraction for Heterophilous Graphs: One Neural Architecture Search Approach 0 1 20 Nov 2022 not harvested
Beyond Homophily with Graph Echo State Networks 0 2 27 Oct 2022 not harvested
Revisiting Heterophily For Graph Neural Networks 1 16 14 Oct 2022 ran 2 of 7 samples (5 unverified)
Make Heterophily Graphs Better Fit GNN: A Graph Rewiring Approach 0 2 17 Sep 2022 not harvested
Sheaf Neural Networks with Connection Laplacians 1 2 17 Jun 2022 not harvested
DiffWire: Inductive Graph Rewiring via the Lovász Bound 2 2 15 Jun 2022 not harvested

The full list of 50 is in the JSON twin.

Dataset loaders archive 2025-07-28

pytorch-geometric.readthedocs.io/en/latest/modules/datasets.htmlrusty1s/pytorch_geometricpytorch

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Node ClassificationNode ClusteringImputationRelational ReasoningBayesian Inference

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Graphs

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • WebKB
  • Cornell
  • Texas
  • Wisconsin

4 variant names, as the archive lists them.

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