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.

168,742 papers · 148 categories

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2 results for “superkernel”

Superkernel Neural Architecture Search for Image Denoisingeess.IV

New method speeds up image denoising models without sacrificing performance.

problem Efficiently training models for image denoising tasks.

method Introduces superkernel techniques for fast training of dense prediction models.

result Demonstrates effectiveness on SIDD+ benchmark with 6-8 RTX2080 GPU hours.

image denoising neural architecture search superkernel reinforcement learning evolutionary algorithm

2020-04-19abs ↗pdf ↗

NASIB: Neural Architecture Search withIn Budgetcs.LG

NASIB adapts NAS to varying computation resources efficiently.

problem Constrained computation resources in enterprise environments.

method Adapts exploration vs. exploitation trade-off and uses Superkernels.

result Searches over a larger space with similar accuracy in less time.

Neural Architecture Search Resource Constraints Superkernels CIFAR10 Efficient Search

2019-10-19abs ↗pdf ↗