Datasets › MalNet
MalNet
MalNet is a large public graph database, representing a large-scale ontology of software function call graphs. MalNet contains over 1.2 million graphs, averaging over 17k nodes and 39k edges per graph, across a hierarchy of 47 types and 696 families.
Image Source: Expore MalNet
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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Graph Classification | MalNet-Tiny | ESA (Edge set attention, no positional encodings) Accuracy 94.800±0.424 | An end-to-end attention-based approach for learning on graphs | davidbuterez/edge-set-attention | 4 | Compare |
| Malware Detection | MalNet | SHERLOCK (family) F1 score 0.878 | Self-Supervised Vision Transformers for Malware Detection | sachith500/sherlock | 3 | Compare |
Papers archive 2025-07-28
5 shown of 5 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 17. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence | 1 | 1 | 13 Feb 2025 | ran 4 of 12 samples (8 unverified) |
| An end-to-end attention-based approach for learning on graphs | 1 | 1 | 16 Feb 2024 | not harvested |
| Exphormer: Sparse Transformers for Graphs | 1 | 1 | 10 Mar 2023 | ran 1 of 1 samples (0 unverified) |
| Self-Supervised Vision Transformers for Malware Detection | 1 | 3 | 15 Aug 2022 | ran 4 of 8 samples (4 unverified) |
| Recipe for a General, Powerful, Scalable Graph Transformer | 4 | 1 | 25 May 2022 | ran 3 of 21 samples (18 unverified) |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- MalNet
- MalNet-Tiny
2 variant names, as the archive lists them.
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