DiT-SGCR claims to improve Ethereum malicious account detection by 3.62% to 10.83% F1 over state-of-the-art via directed temporal clustering embeddings, but the supporting experiments and algorithm formulation have critical issues.
Wood, et al., Ethereum: A secure decentralised generalised transac- tion ledger, Ethereum project yellow paper 151 (2014) (2014) 1–32
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CE 1years
2025 1verdicts
REJECT 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection
DiT-SGCR claims to improve Ethereum malicious account detection by 3.62% to 10.83% F1 over state-of-the-art via directed temporal clustering embeddings, but the supporting experiments and algorithm formulation have critical issues.