AI RESEARCH
From Risk to Rescue: An Agentic Survival Analysis Framework for Liquidation Prevention
arXiv CS.LG
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ArXi:2604.14583v1 Announce Type: new Decentralized Finance (DeFi) lending protocols like Aave v3 rely on over-collateralization to secure loans, yet users frequently face liquidation due to volatile market conditions. Existing risk management tools utilize static health-factor thresholds, which are reactive and fail to distinguish between administrative "dust" cleanup and genuine insolvency. In this work, we propose an autonomous agent that leverages time-to-event (survival) analysis and moves beyond prediction to execution.