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

Trend · papers per month

count % of corpus

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

Neural Architecture Search (NAS) represents a class of methods to generate the optimal neural network architecture and typically iterate over candidate architectures till convergence over some particular metric like validation loss. They are constrained by the available computation resources, especially in enterprise e…

2019-10-19abs ↗pdf ↗