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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.

168,657 papers · 148 categories

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2 results for “super-net”
How to Train Your Super-Net: An Analysis of Training Heuristics in Weight-Sharing NAScs.LG

This paper evaluates heuristics and hyperparameters in weight-sharing NAS methods.

problem Improving the performance of weight-sharing NAS methods.
method Systematic evaluation of heuristics and hyperparameters in weight-sharing NAS algorithms.
result Some heuristics negatively impact super-net and stand-alone performance correlation.
neural architecture searchweight-sharingsuper-netNASheuristics
2020-03-09abs ↗pdf ↗
Deeper Insights into Weight Sharing in Neural Architecture Searchcs.LG

With the success of deep neural networks, Neural Architecture Search (NAS) as a way of automatic model design has attracted wide attention. As training every child model from scratch is very time-consuming, recent works leverage weight-sharing to speed up the model evaluation procedure. These approaches greatly reduce …

2020-01-06abs ↗pdf ↗