CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR10 standard (train)
3.03FID
2
Cifar-100 (low-confidence set)
17.5Top-1 Accuracy
2
CIFAR-10
1.63Agent Utility (Agent 0)
2
CIFAR-10 non-IID (Dirichlet)
0.73Agent 0 Utility
2
CIFAR-10 (test)
51.45Top-1 Accuracy
2
CIFAR-20
4.36Path Similarity
2
CIFAR-10
6.07Path Similarity
2
CIFAR-100
87.7Clean Score
2
CIFAR-100 5% labeled data (test)
60.1Seen Accuracy
2
CIFAR-10 1.0 (test)
73.7Class 0 Score
2
CIFAR-100
98.7ASR
2
CIFAR-10
100ASR
2
CIFAR-10
13.56FID
2
CIFAR-10
16.93FID
2
CIFAR-100 p=0.8, τ=0.5 (IID)
505Targeted Communication Cost
2
CIFAR-10 (test)
0.167Spearman's rho
2
CIFAR-100 (10% data)
45.794FID
2
CIFAR-100 (20% data)
23.506FID
2
CIFAR-100 (full data)
11.429FID
2
CIFAR-10 (10% data)
25.987FID
2
CIFAR-10 (20% data)
15.316FID
2
CIFAR-10 (full data)
8.283FID
2
CIFAR10 (test)
3.12BPD
2
CIFAR100
88.2AUROC
2
CIFAR-10 IND Gaussian Noise OOD
0.999AUROC
2