Stochastic Optimization on CIFAR-10 ResNet-18 - 200 Epochs

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Augmentations	Paper	Date↕	Code
1	SGD - cosine LR schedule	95.55	No	Benchopt: Reproducible, efficient and collaborat...	2022-06-27	Code
2	Lookahead	95.27	No	Lookahead Optimizer: k steps forward, 1 step back	2019-07-19	Code
3	SGD	95.23	No	Lookahead Optimizer: k steps forward, 1 step back	2019-07-19	Code
4	ADAM	94.84	No	Lookahead Optimizer: k steps forward, 1 step back	2019-07-19	Code

#1SGD - cosine LR scheduleSOTA
95.55
Accuracy· 2022-06-27
Benchopt: Reproducible, efficient and collaborative optimization benchmarks Code
#2LookaheadSOTA
95.27
Accuracy· 2019-07-19
Lookahead Optimizer: k steps forward, 1 step back Code
#3SGD
95.23
Accuracy· 2019-07-19
Lookahead Optimizer: k steps forward, 1 step back Code
#4ADAM
94.84
Accuracy· 2019-07-19
Lookahead Optimizer: k steps forward, 1 step back Code