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q-fin.GN2026
ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection
Girish G N, Ashutosh Sahoo, Ajay Bhat +4
Incentive programs are central to user acquisition in decentralized finance, but many reward systems rely on raw volume, transaction count, and wallet count, making them vulnerable…
q-fin.GN2025★ 1 cited
Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals
Dhanashekar Kandaswamy, Ashutosh Sahoo, Akshay SP +3
As decentralized finance (DeFi) evolves, distinguishing between user behaviors - liquidity provision versus active trading - has become vital for risk modeling and on-chain reputat…