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Modeling Decisions in Blockchain Analytics: A Leakage-Aware Evaluation of Tree-Based vs. Sequential Models
A new arXiv paper introduces a 'leakage-aware' evaluation framework for Sybil bot detection on Ethereum, showing that simpler tree-based models (XGBoost) outperform complex sequence models (Transformers) when label leakage from high-signal smart contracts is properly controlled.
Jul 31, 2026
AI Trading Agents May Outperform Human Traders Soon According to Blockchain Industry Exec
Nansen CEO Alex Svanevik forecasts AI trading agents will exceed human traders in quantity and performance within two years, prompting a strategic pivot at his blockchain analytics firm.
Jul 29, 2026
Chainalysis Rolls Out Automatic Token Support for Robinhood Chain
Chainalysis added automated token support for Robinhood Chain, a new permissionless Layer 2 blockchain designed for on-chain financial services and tokenized real-world assets, enabling its analytics platform to monitor activity on that network.
Published Jul 5, 2026 · Analyzed Jul 8, 2026