DeXposure-Claw combines a graph time-series foundation model for forecasting DeFi networks with rule-based monitors and data-health gates to emit regulator-aligned risk tickets, evaluated via a new six-axis benchmark on five years of real weekly data.
FTX’s downfall and Binance’s consolidation: The fragility of centralised digital finance
2 Pith papers cite this work. Polarity classification is still indexing.
years
2026 2verdicts
UNVERDICTED 2representative citing papers
High-granularity blockchain transaction analysis shows market-wide synchronization and a bifurcated contagion during the USDC depeg, with USDC assets exhibiting immediate price responses and user reallocation to multi-coin portfolios while others absorb liquidity.
citing papers explorer
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DeXposure-Claw: An Agentic System for DeFi Risk Supervision
DeXposure-Claw combines a graph time-series foundation model for forecasting DeFi networks with rule-based monitors and data-health gates to emit regulator-aligned risk tickets, evaluated via a new six-axis benchmark on five years of real weekly data.
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Tracing Stablecoin Contagion during the USDC Depeg after the Silicon Valley Bank Collapse
High-granularity blockchain transaction analysis shows market-wide synchronization and a bifurcated contagion during the USDC depeg, with USDC assets exhibiting immediate price responses and user reallocation to multi-coin portfolios while others absorb liquidity.