A low-stake adversary can degrade a liquid staking pool's performance via consensus manipulation and profit from the resulting drop in its LST value through application-layer financial positions.
An empirical study of DeFi liquidations: incentives, risks, and instabilities
6 Pith papers cite this work. Polarity classification is still indexing.
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DeFi vault risk is decomposed into three levels with six on-chain mechanical features generating new loss channels, yielding five aggregated credit risk metrics and an on-chain estimation architecture.
Bridge volume and integrations show heterogeneous effects on DeFi lending TVL and revenue, with more bridges linked to liquidity outflows and bridge hacks to positive performance shifts.
Yearn USDC vault delivered 5.41% annual yield on 15.7M USD while Cian stETH vault delivered 4.22% on 54M USD with higher leverage risk; analysis extends DSR model to expose structural dependencies.
The paper examines denial-of-service risks to multi-round transaction simulation arising from inter-transaction dependencies in smart-contract state.
SLEID combines Isolation Forest and iterative self-training to detect illicit accounts in large-scale Ethereum DeFi transactions, achieving better precision and F1 than baselines while using less labeled data.
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Interoperability Effects: Extending DeFi Lending Risk Models to Multi-Chain Environments
Bridge volume and integrations show heterogeneous effects on DeFi lending TVL and revenue, with more bridges linked to liquidity outflows and bridge hacks to positive performance shifts.