Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals
“Our framework enables context-aware and scalable DeFi user scoring, supporting improved risk assessment and incentive design.”
AssetCrypto
StrategyMarket makingliquidity premium
TechniqueFeedforward network
InputsOn-chain
Missing from abstract: benchmark, out-of-sample test, costs, multiple testing, universe
Institutional-grade audit of this strategy.
£5 — Request the audit- Audit of the paper claims accounting for costs, luck, crises, originality, geography, etc.
- Reproduction code integratable into Bloomberg, IBKR, etc.
- Bias-free datasets for backtesting included
- Delivered in 2 working days
The paper's neighbourhoodMarket making by year
The family is counted across the whole universe. Asset, method and authors are counted inside the family.
| Similar papers | citation | same method | same asset | same authors | |
|---|---|---|---|---|---|
| Quantum and Classical Machine Learning in Decentralized Finance: Comparative Evidence from Multi-Asset Backtesting of Automated Market Makers by Chen and Tsai | 2025 | ||||
| Backtesting Framework for Concentrated Liquidity Market Makers on Uniswap V3 Decentralized Exchange by Urusov et al. | 2024 | ||||
| Chapter 3: AI in Trading & Market Making by Gandhi | 2026 | ||||
| Option Pricing on Automated Market Maker Tokens by Maymin | 2026 | ||||
| Implicit Numerical Scheme for the Hamilton-Jacobi-Bellman Quasi-Variational Inequality in the Optimal Market-Making Problem with Alpha Signal by Meteykin | 2025 |