研究资料
Matrix Lab 的研究方向与论文选读。
本页目录
- 研究方向
- Matrix Lab 论文选读
- Connector: Enhancing the traceability of decentralized bridge applications via automatic cross-chain transaction association
- MMFed: A Multimodal Federated Learning Framework for Heterogeneous Devices
- Agent4Vul: multimodal LLM agents for smart contract vulnerability detection
- ContribChain: A Stress-Balanced Blockchain Sharding Protocol with Node Contribution Awareness
- Know Your Account: Double Graph Inference-Based Account De-Anonymization on Ethereum
- CodeBC: A More Secure Large Language Model for Smart Contract Code Generation in Blockchain
研究方向
- 区块链安全：跨链交易关联、智能合约漏洞检测与账户关系分析。
- 联邦学习：异构设备协同、多模态建模与隐私保护。
- 可信系统：分布式协作、智能体执行与风险分析。
Matrix Lab 论文选读
以下内容选自 Matrix Lab 的公开论文目录，作者和发表信息以论文原文为准。
Connector: Enhancing the traceability of decentralized bridge applications via automatic cross-chain transaction association
IEEE Transactions on Information Forensics and Security · 2025
D Lin, J Wu, Y Su, Z Zheng, Y Nan, Q Zhang, B Song, Z Zheng
MMFed: A Multimodal Federated Learning Framework for Heterogeneous Devices
IEEE Internet of Things Journal · 2025
G Wang, Y Zhang, C Ying, Q Zhang, Z Xiong, J Wang, G Yu
Agent4Vul: multimodal LLM agents for smart contract vulnerability detection
Science China Information Sciences 68 (6), 160101 · 2025
W Jie, W Qiu, H Yang, M Guo, X Huang, T Lei, Q Zhang, H Zheng, ...
ContribChain: A Stress-Balanced Blockchain Sharding Protocol with Node Contribution Awareness
IEEE INFOCOM 2025-IEEE Conference on Computer Communications, 1-10 · 2025
X Huang, W Jie, S Zhang, H Yang, W Qiu, Q Zhang, H Huang, Z Xiong, ...
Know Your Account: Double Graph Inference-Based Account De-Anonymization on Ethereum
2025 IEEE 41st International Conference on Data Engineering (ICDE), 1305-1318 · 2025
S Miao, W Qiu, H Zheng, Q Zhang, X Tu, X Liu, Y Liu, J Dong, Z Zheng
CodeBC: A More Secure Large Language Model for Smart Contract Code Generation in Blockchain
arXiv preprint arXiv:2504.21043 · 2025
L Wang, H Zhang, Q Zhang, Z Wang, H Zheng, J Dong, Z Zheng