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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.

169,181 papers · 148 categories

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2 results for “RHNs”

Batch-normalized Recurrent Highway Networkscs.LG

Batch-normalized RHN improves gradient control in recurrent networks.

problem Gradient vanishing or exploding in recurrent networks.

method Batch normalization applied at each recurrence loop in RHN.

result Batch-normalized RHN converges faster and performs better.

batch normalization Recurrent Highway Networks gradient control image captioning vanishing gradient

2018-09-26abs ↗pdf ↗

Highway State Gating for Recurrent Highway Networks: improving information flow through timestat.ML

Improved highway networks by allowing direct information flow through time.

problem Performance degradation of RHNs with increased layer depth.

method Introducing Highway State Gating (HSG) to allow selective information flow and gradient propagation.

result Improvement in performance with increased layer depth, demonstrated on PTB dataset.

Recurrent Neural Networks RHNs Highway State Gating Gradient Propagation Performance Improvement

2018-05-23abs ↗pdf ↗