On-device research index

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.

168,695 papers · 148 categories

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3 results for “Anesthesia”

Controlling Level of Unconsciousness by Titrating Propofol with Deep Reinforcement Learningcs.LG

Deep RL controls anesthesia more accurately than traditional methods.

problem Controlling the level of unconsciousness during anesthesia.

method Deep Reinforcement Learning (DRL) to map patient state to propofol dosage.

result Deep RL model outperformed traditional controllers (1.7% vs 3.4% median absolute performance error).

Reinforcement Learning Anesthesia Propofol Deep Neural Network Pharmacokinetics

2020-08-27abs ↗pdf ↗

Airflow recovery from thoracic and abdominal movements using Synchrosqueezing Transform and Locally Stationary Gaussian Process Regressionstat.ML

The study recovers airflow from thoracic and abdominal movements using advanced signal processing.

problem Challenges in measuring airflow from thoracic and abdominal movements using small, inexpensive devices.

method Synchrosqueezing transform and locally stationary Gaussian process regression.

result Accurate prediction of airflow achieved in both normal sleep and anesthesia transition cases.

synchrosqueezing transform locally stationary Gaussian process respiratory signals ambulatory monitoring general anesthesia

2020-08-11abs ↗pdf ↗

Tensor Convolutional Sparse Coding with Low-Rank activations, an application to EEG analysiscs.LG

New CSC model extracts EEG signals with low noise sensitivity.

problem Analyzing noisy EEG signals during anesthesia.

method Kruskal CSC model using Kruskal decomposition for low-rank tensor activations.

result TC-FISTA efficiently extracts robust, sparse, and interpretable EEG encodings.

EEG analysis Tensor Convolutional Sparse Coding Low-rank activations General Anesthesia Kruskal decomposition

2020-07-06abs ↗pdf ↗