Graph Neural Networks

Crypto fraud hit $158B in illicit volume in 2025. Rule-based detection systems produce 30–70% false positive rates and are bypassed by fraudsters within days. This 2026 guide covers how machine learning replaces static rules for crypto security — and how ChainAware’s ML models achieve 98% fraud prediction accuracy across 20M+ wallets on 8 blockchains.