In CIFAR-10 label-shuffling experiments, adding exact-SVD EGD increases the area under the training-accuracy curve for Adam, RAdam, and RMSprop at every reported shuffle schedule. Without EGD, RMSprop is strongest in each schedule; the largest printed multiplicative gain is Adam with shuffling at 3 epochs.

报告指标与观测值

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每行是一项测量，分别显示论文报告、最近可用实测和累计证据状态。
指标与条件	论文报告	最近可用实测	证据判断
egd: false · optimizer: Adam · shuffle_label: Shuffling at 1 Epoch	43 paper-reported AUC units	—	尚未评估
egd: true · optimizer: Adam · shuffle_label: Shuffling at 1 Epoch	79.2 paper-reported AUC units	—	尚未评估
optimizer: Adam · shuffle_label: Shuffling at 1 Epoch	1.8 fold	—	尚未评估
egd: false · optimizer: RAdam · shuffle_label: Shuffling at 1 Epoch	40.8 paper-reported AUC units	—	尚未评估
egd: true · optimizer: RAdam · shuffle_label: Shuffling at 1 Epoch	70 paper-reported AUC units	—	尚未评估
optimizer: RAdam · shuffle_label: Shuffling at 1 Epoch	1.7 fold	—	尚未评估
egd: false · optimizer: RMSProp · shuffle_label: Shuffling at 1 Epoch	60.2 paper-reported AUC units	—	尚未评估
egd: true · optimizer: RMSProp · shuffle_label: Shuffling at 1 Epoch	79.5 paper-reported AUC units	—	尚未评估
optimizer: RMSProp · shuffle_label: Shuffling at 1 Epoch	1.3 fold	—	尚未评估
egd: false · optimizer: Adam · shuffle_label: Shuffling at 3 Epochs	24.7 paper-reported AUC units	—	尚未评估
egd: true · optimizer: Adam · shuffle_label: Shuffling at 3 Epochs	56 paper-reported AUC units	—	尚未评估
optimizer: Adam · shuffle_label: Shuffling at 3 Epochs	2.3 fold	—	尚未评估

指标与条件

论文报告

最近可用实测

证据判断

egd: false · optimizer: Adam · shuffle_label: Shuffling at 1 Epoch

43 paper-reported AUC units

—

尚未评估

egd: true · optimizer: Adam · shuffle_label: Shuffling at 1 Epoch

79.2 paper-reported AUC units

—

尚未评估

optimizer: Adam · shuffle_label: Shuffling at 1 Epoch

1.8 fold

—

尚未评估

egd: false · optimizer: RAdam · shuffle_label: Shuffling at 1 Epoch

40.8 paper-reported AUC units

—

尚未评估

egd: true · optimizer: RAdam · shuffle_label: Shuffling at 1 Epoch

70 paper-reported AUC units

—

尚未评估

optimizer: RAdam · shuffle_label: Shuffling at 1 Epoch

1.7 fold

—

尚未评估

egd: false · optimizer: RMSProp · shuffle_label: Shuffling at 1 Epoch

60.2 paper-reported AUC units

—

尚未评估

egd: true · optimizer: RMSProp · shuffle_label: Shuffling at 1 Epoch

79.5 paper-reported AUC units

—

尚未评估

optimizer: RMSProp · shuffle_label: Shuffling at 1 Epoch

1.3 fold

—

尚未评估

egd: false · optimizer: Adam · shuffle_label: Shuffling at 3 Epochs

24.7 paper-reported AUC units

—

尚未评估

egd: true · optimizer: Adam · shuffle_label: Shuffling at 3 Epochs

56 paper-reported AUC units

—

尚未评估

optimizer: Adam · shuffle_label: Shuffling at 3 Epochs

2.3 fold

—

尚未评估

报告指标与观测值

Assessment（0）

关联运行（0）

测量结果