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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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1 result for “MDN-RNN”

Sepsis World Model: A MIMIC-based OpenAI Gym "World Model" Simulator for Sepsis Treatmentcs.LG

Simulates sepsis treatment decisions using a world model approach.

problem Predicting optimal sepsis treatment actions based on noisy EHR data.

method Uses a Variational Auto-Encoder and Mixture Density Network (MDN-RNN) to model sepsis patient trajectories.

result Simulator learns from MIMIC dataset to predict patient states.

sepsis world model MIMIC OpenAI Gym MDN-RNN

2019-12-15abs ↗pdf ↗