HyperAI超神经

Neural Architecture Search On Nas Bench 201

评估指标

Accuracy (Test)
Accuracy (Val)
Search time (s)

评测结果

各个模型在此基准测试上的表现结果

比较表格
模型名称Accuracy (Test)Accuracy (Val)Search time (s)
multi-conditioned-graph-diffusion-for-neural45.4146.6615.36
parzc-parametric-zero-cost-proxies-for46.3446.37-
learning-where-to-look-generative-nas-is46.4246.73-
searching-for-a-robust-neural-architecture-in-141.71-28926
a-darts-once-more-enhancing-differentiable46.3446.17-
epe-nas-efficient-performance-estimation38.80-20.5
neural-architecture-search-with-bayesian46.37-75600
darts-robustly-stepping-out-of-performance45.1244.87-
does-unsupervised-architecture-representation46.27--
shapley-nas-discovering-operation-146.8546.57-
guided-evolutionary-neural-architecture46.04--
idarts-differentiable-architecture-search40.8940.38-
progressive-neural-architecture-search-44.75-
sandwich-batch-normalization-145.85--
darts-differentiable-architecture-search16.43-29902
l-darts-mitigating-performance-collapse-by46.3446.37-
local-search-is-state-of-the-art-for-nas46.38-151200
catch-context-based-meta-reinforcement-46.0718000
geometry-aware-gradient-algorithms-for-neural46.36--
neural-architecture-search-without-training38.33-1.7
darts-differentiable-architecture-search16.43-10890
efficient-neural-architecture-search-via16.43-13315
balenas-differentiable-architecture-search46.5446.14-
b-darts-beta-decay-regularization-for46.71--
regularized-evolution-for-image-classifier45.54-12000
knas-green-neural-architecture-search45.05--
b-darts-beta-decay-regularization-for46.71--
neural-architecture-ranker46.6646.16-
epe-nas-efficient-performance-estimation42.05-105.8
drnas-dirichlet-neural-architecture-search46.3446.37-
random-search-and-reproducibility-for-neural31.14-7587
automatic-subspace-evoking-for-efficient-46.66-
one-shot-neural-architecture-search-via-self-32.52-
bananas-bayesian-optimization-with-neural46.3-100800
when-nas-meets-trees-an-efficient-algorithm46.31--
fairnas-rethinking-evaluation-fairness-of42.19-9845
snas-stochastic-neural-architecture-search43.16--
epe-nas-efficient-performance-estimation41.84-206.2
du-darts-decreasing-the-uncertainty-of45.94--
neural-architecture-search-without-training36.37-17.4
epe-nas-efficient-performance-estimation41.92-2.3
b-darts-beta-decay-regularization-for46.3446.37-
cr-lso-convex-neural-architecture46.9846.51-
cyclic-differentiable-architecture-search45.51--
dsnas-direct-neural-architecture-search-41.07-
differentiable-architecture-search-with-146.146.40-
is-darts-stabilizing-darts-through-precise 46.34 46.37-
pre-nas-predictor-assisted-evolutionary45.34--
generic-neural-architecture-search-via45.59-1080