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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2 results for “encoder-predictor”

S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification modelscs.LG

Study optimizes deep learning models for sleep stage classification.

problem Time-consuming and inconsistent manual sleep stage scoring.

method Investigated architectural choices in encoder-predictor architectures for polysomnography recordings.

result Robust architectures improve sleep stage classification performance.

sleep staging polysomnography deep learning encoder-predictor state space models

2023-10-10abs ↗pdf ↗

RE-MIMO: Recurrent and Permutation Equivariant Neural MIMO Detectioneess.SP

Paper presents a novel neural network for MIMO symbol detection.

problem Handling a variable number of users in MIMO systems.

method Recurrent and permutation equivariant neural network architecture with iterative decoding.

result The neural detector outperforms existing methods in accuracy and efficiency.

MIMO detection neural networks permutation equivariance iterative decoding variable users

2020-06-30abs ↗pdf ↗