COGMOD-HWI/Project/on_GPU/analysis_results.csv

1	seed	optimizer	augmentation	test_acc	robustness
2	42	sgd	none	0.7017	{'0.1': 0.6874, '0.2': 0.6539, '0.3': 0.573}
3	42	sgd	standard	0.6983	{'0.1': 0.685, '0.2': 0.6393, '0.3': 0.5324}
4	42	sgd	aggressive	0.6529	{'0.1': 0.6441, '0.2': 0.5905, '0.3': 0.5073}
5	42	adam	none	0.5754	{'0.1': 0.5688, '0.2': 0.5225, '0.3': 0.461}
6	42	adam	standard	0.5012	{'0.1': 0.5008, '0.2': 0.4696, '0.3': 0.3933}
7	42	adam	aggressive	0.4534	{'0.1': 0.443, '0.2': 0.4074, '0.3': 0.3669}
8	123	sgd	none	0.7018	{'0.1': 0.6907, '0.2': 0.6513, '0.3': 0.5808}
9	123	sgd	standard	0.6987	{'0.1': 0.688, '0.2': 0.6378, '0.3': 0.5488}
10	123	sgd	aggressive	0.6736	{'0.1': 0.6591, '0.2': 0.6077, '0.3': 0.5265}
11	123	adam	none	0.5414	{'0.1': 0.5207, '0.2': 0.4721, '0.3': 0.3951}
12	123	adam	standard	0.4439	{'0.1': 0.4509, '0.2': 0.4256, '0.3': 0.3567}
13	123	adam	aggressive	0.4519	{'0.1': 0.4502, '0.2': 0.4266, '0.3': 0.3584}
14	999	sgd	none	0.6778	{'0.1': 0.669, '0.2': 0.6288, '0.3': 0.5506}
15	999	sgd	standard	0.6961	{'0.1': 0.6862, '0.2': 0.6491, '0.3': 0.5655}
16	999	sgd	aggressive	0.6623	{'0.1': 0.6504, '0.2': 0.5934, '0.3': 0.5163}
17	999	adam	none	0.5477	{'0.1': 0.5394, '0.2': 0.4983, '0.3': 0.4188}
18	999	adam	standard	0.4508	{'0.1': 0.4455, '0.2': 0.3987, '0.3': 0.308}
19	999	adam	aggressive	0.4209	{'0.1': 0.4268, '0.2': 0.4071, '0.3': 0.3368}