Research

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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 “Failout”

ResiliNet: Failure-Resilient Inference in Distributed Neural Networkscs.LG

ResiliNet improves distributed neural network inference resilience.

problem Physical node failures in distributed neural networks cause performance drops.

method Skip hyperconnection and failout technique.

result ResiliNet provides inference resiliency for distributed neural networks.

Federated Learning Distributed Neural Networks Resiliency Skip Hyperconnection Failout

2020-02-18abs ↗pdf ↗