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Systemic risk in DeFi: A network-based fragility analysis of TVL dynamics

3 Pith papers cite this work. Polarity classification is still indexing.

3 Pith papers citing it

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citation-polarity summary

years

2026 3

verdicts

UNVERDICTED 3

roles

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representative citing papers

Vault as a credit instrument

q-fin.RM · 2026-04-19 · unverdicted · novelty 6.0

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.

citing papers explorer

Showing 3 of 3 citing papers.

  • Toward a Risk Assessment Framework for Institutional DeFi: A Nine-Dimension Approach cs.DC · 2026-05-06 · unverdicted · none · ref 11

    A nine-dimension risk framework for institutional DeFi adds three new dimensions to prior taxonomies and shows that five of twelve 2024-2026 incidents, including the two most systemic, require at least one of the new dimensions for full explanation.

  • Vault as a credit instrument q-fin.RM · 2026-04-19 · unverdicted · none · ref 45

    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.

  • DeFi Yield Aggregators: Analysing Investment Strategies and Structural Dependencies cs.CE · 2026-05-22 · unverdicted · none · ref 34

    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.