dataset
stringclasses
2 values
method
stringlengths
2
20
n_seeds
int64
10
10
accuracy_mean
float64
0.18
0.96
accuracy_std
float64
0
0.23
accuracy_t95_low
float64
0.15
0.96
accuracy_t95_high
float64
0.2
0.98
peak_persistent_payload_mean_bytes
float64
474k
43.7M
protected_class_count_mean
float64
0
10
fit_mean_seconds
float64
1.18
9.61
calibration_mean_seconds
float64
0
0.35
inference_batch1_mean_seconds
float64
0
0.01
mnist
sgd
10
0.19312
0.014397
0.182821
0.203419
474,045
0
1.21891
0
0.000051
mnist
er
10
0.89965
0.011557
0.891382
0.907918
6,288,307
0
2.694455
0
0.000056
mnist
derpp
10
0.92028
0.009765
0.913294
0.927266
6,287,872
0
4.05045
0
0.000051
mnist
er_ace
10
0.92669
0.016226
0.915083
0.938297
6,288,249
0
2.903721
0
0.000073
mnist
er_ace_4epochs
10
0.95155
0.003804
0.948829
0.954271
6,288,261
0
5.959707
0
0.000072
mnist
rff_ridge
10
0.89443
0.00296
0.892313
0.896547
5,388,937
0
2.517385
0
0.000128
mnist
global_prototypes
10
0.96476
0.001211
0.963894
0.965626
4,032,894.4
0
7.129596
0
0.004996
mnist
scalar_center
10
0.19932
0.008922
0.192937
0.205703
4,153,640.3
10
4.589561
0.312802
0.000249
mnist
center_no_controller
10
0.81177
0.014304
0.801538
0.822002
4,682,664.1
0
5.547428
0
0.000279
mnist
immutable_regions
10
0.36609
0.067964
0.317471
0.414709
1,532,211.4
2.6
9.606734
0.216846
0.000477
mnist
renewal_risk20
10
0.9272
0.078745
0.870869
0.983531
6,265,608.7
9.6
7.08477
0.34768
0.004367
mnist
renewal_risk10
10
0.46548
0.225565
0.30412
0.62684
6,265,556.6
4.6
7.062585
0.339375
0.000461
mnist
joint_reference
10
0.93119
0.003932
0.928377
0.934003
43,674,061
0
3.837563
0
0.000051
fashion_mnist
sgd
10
0.18983
0.030607
0.167935
0.211725
474,045
0
1.180979
0
0.000055
fashion_mnist
er
10
0.78287
0.014277
0.772657
0.793083
6,288,307
0
2.719481
0
0.000052
fashion_mnist
derpp
10
0.78628
0.018674
0.772922
0.799638
6,287,872
0
4.133614
0
0.000055
fashion_mnist
er_ace
10
0.80012
0.018216
0.787089
0.813151
6,288,249
0
3.101824
0
0.000086
fashion_mnist
er_ace_4epochs
10
0.82597
0.010461
0.818486
0.833454
6,288,261
0
5.873029
0
0.000085
fashion_mnist
rff_ridge
10
0.80123
0.002092
0.799733
0.802727
5,388,937
0
2.577796
0
0.000123
fashion_mnist
global_prototypes
10
0.84635
0.001768
0.845085
0.847615
4,032,892.5
0
7.092828
0
0.005103
fashion_mnist
scalar_center
10
0.19455
0.00981
0.187533
0.201567
4,153,647.8
10
4.435897
0.320638
0.000272
fashion_mnist
center_no_controller
10
0.66187
0.021091
0.646782
0.676958
4,682,677.4
0
5.246229
0
0.000293
fashion_mnist
immutable_regions
10
0.29297
0.05721
0.252044
0.333896
1,370,700.9
2.2
9.105869
0.21391
0.000437
fashion_mnist
renewal_risk20
10
0.35503
0.215419
0.200928
0.509132
6,265,496.2
3.6
6.775432
0.350405
0.000383
fashion_mnist
renewal_risk10
10
0.17918
0.041772
0.149298
0.209062
6,265,444.1
1.6
6.825342
0.34621
0.000209
fashion_mnist
joint_reference
10
0.81145
0.019058
0.797817
0.825083
43,674,061
0
3.923531
0
0.000051