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language:
- en
license: mit
tags:
- smart-contracts
- blockchain
- vulnerability-detection
- text-classification
- graph-classification
pretty_name: SmartMalDB
size_categories:
- 10K<n<20K
task_categories:
- text-classification
- feature-extraction
---
# SmartMalDB
## Dataset Description
- **Homepage:** [Add if applicable]
- **Repository:** [[Add GitHub link if public](https://github.com/williamAdson)]
- **Paper:** [Add if applicable]
- **Point of Contact:** Banda William
### Summary
SmartMalDB is a labeled dataset for **smart contract vulnerability classification**. It contains 17,160 smart contract samples, each represented across multiple formats: source code, bytecode, opcode sequences, and control flow graph (CFG) features. The dataset supports both traditional text-based classification and graph-based deep learning approaches.
Vulnerability types include:
- `0` — Clean (no vulnerability)
- `1` — Time manipulation (e.g, block timestamp dependencies)
- `2` — Reentrancy (e.g, External calls before state updates)
- `3` — External (e.g., unchecked external calls)
- `4` — Overflow (e.g, unchecked arithmetic operations)
- `5` — Locked (e.g., lack withdraw or strict balance comparisons)
### Supported Tasks and Leaderboards
- **Text-based vulnerability classification** using `code`, `bytecode`, or `opcode` fields.
- **Graph-based vulnerability classification** using CFG nodes, edges, adjacency matrices, or density features.
- **Multi-modal classification** combining code and structural features.
No official leaderboard is currently available.
### Languages
All smart contract source code is in **Solidity** (English-based syntax). Labels and documentation are in English.
## Dataset Structure
### Data Instances
Example from the dataset:
```json
{
"code": "pragma solidity ^0.8.0; contract Safe {...}",
"bytecode": "608060405234801561001057...",
"opcode": "PUSH1 0x80 PUSH1 0x40 MSTORE...",
"label": "clean",
"label_encoded": 0,
"cfg": "{...}",
"adj_matrix": "[[0,1,0],[1,0,1],[0,1,0]]",
"cfg_dot": "digraph G {...}",
"cfg_nodes": 12,
"cfg_edges": 15,
"cfg_density": 0.1136
}
```
## Citations
If you use this dataset, please cite:
```bibtex
@misc{smartmaldb25,
author = {B. William},
title = {SmartMalDB},
year = {2025},
publisher = {Hugging Face},
url= {https://huggingface.co/datasets/Adson59/smartmaldb},
}
``` |