Image Classification on CIFAR-100 (test) (Accuracy, Agreement, ECE)
80.67AccANN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ANNArchitecture=MS-ResNet-18, Spike=×, Params (M)=12.54, Time Steps=N/A2025.06 | 80.67 | — | — | |
| HTMuon + NorMuonBackbone=ResNet502026.03 | 80.22 | — | — | |
| HTMuonBackbone=ResNet502026.03 | 80.16 | — | — | |
| MuonBackbone=ResNet502026.03 | 79.85 | — | — | |
| NorMuonBackbone=ResNet502026.03 | 79.78 | — | — | |
| CSGC-SNNArchitecture=MS-ResNet-18, Spike=✓, Params (M)=12.72, Time Steps=62025.06 | 79.58 | — | — | |
| Data AgentSelection Ratio (%)=70, Backbone=ResNet-182026.03 | 79.5 | — | — | |
| Data AgentSelection Ratio (%)=50, Backbone=ResNet-182026.03 | 78.9 | — | — | |
| SGDMBackbone=ResNet502026.03 | 78.57 | — | — | |
| HTMuon + NorMuonBackbone=ResNet182026.03 | 78.51 | — | — | |
| HTMuonBackbone=ResNet182026.03 | 78.24 | — | — | |
| InfoBatchSelection Ratio (%)=70, Backbone=ResNet-182026.03 | 78.2 | — | — | |
| InfoBatchSelection Ratio (%)=50, Backbone=ResNet-182026.03 | 78.1 | — | — | |
| CSGC-SNNArchitecture=MS-ResNet-18, Spike=✓, Params (M)=12.72, Time Steps=42025.06 | 77.97 | — | — | |
| MuonBackbone=ResNet182026.03 | 77.95 | — | — | |
| SGDMBackbone=ResNet182026.03 | 77.82 | — | — | |
| NorMuonBackbone=ResNet182026.03 | 77.82 | — | — | |
| Ensemble2022.06 | 77.79 | 71.97 | 3.07 | |
| RL-SelectorSelection Ratio (%)=70, Backbone=ResNet-182026.03 | 77.6 | — | — | |
| Data AgentSelection Ratio (%)=30, Backbone=ResNet-182026.03 | 77.6 | — | — | |
| MoSoSelection Ratio (%)=70, Backbone=ResNet-182026.03 | 77.5 | — | — | |
| ModerateSelection Ratio (%)=70, Backbone=ResNet-182026.03 | 77.3 | — | — | |
| Random*Selection Ratio (%)=70, Backbone=ResNet-182026.03 | 77.3 | — | — | |
| UCBSelection Ratio (%)=70, Backbone=ResNet-182026.03 | 77.3 | — | — | |
| EL2NSelection Ratio (%)=70, Backbone=ResNet-182026.03 | 77.2 | — | — | |
| DPSelection Ratio (%)=70, Backbone=ResNet-182026.03 | 77.2 | — | — | |
| CLIP-SelSelection Ratio (%)=70, Backbone=ResNet-182026.03 | 77 | — | — | |
| Self-sup. prototypesSelection Ratio (%)=70, Backbone=ResNet-182026.03 | 76.8 | — | — | |
| GlisterSelection Ratio (%)=70, Backbone=ResNet-182026.03 | 76.6 | — | — | |
| InfoBatchSelection Ratio (%)=30, Backbone=ResNet-182026.03 | 76.5 | — | — | |
| MS-ResNet-SNNArchitecture=MS-ResNet-18, Spike=✓, Params (M)=12.54, Time Steps=62025.06 | 76.41 | — | — | |
| ε-GreedySelection Ratio (%)=70, Backbone=ResNet-182026.03 | 76.4 | — | — | |
| ForgettingSelection Ratio (%)=70, Backbone=ResNet-182026.03 | 75.3 | — | — | |
| Random*Selection Ratio (%)=50, Backbone=ResNet-182026.03 | 75.3 | — | — | |
| UCBSelection Ratio (%)=50, Backbone=ResNet-182026.03 | 75.3 | — | — | |
| ε-GreedySelection Ratio (%)=50, Backbone=ResNet-182026.03 | 74.8 | — | — | |
| GraNdSelection Ratio (%)=70, Backbone=ResNet-182026.03 | 74.6 | — | — | |
| FED2022.06 | 74.48 | 87.82 | 1.64 | |
| Random*Selection Ratio (%)=30, Backbone=ResNet-182026.03 | 74.4 | — | — | |
| RandomSelection Ratio (%)=70, Backbone=ResNet-182026.03 | 73.8 | — | — | |
| CLIP-SelSelection Ratio (%)=50, Backbone=ResNet-182026.03 | 73.7 | — | — | |
| MoSoSelection Ratio (%)=50, Backbone=ResNet-182026.03 | 73.6 | — | — | |
| ModerateSelection Ratio (%)=50, Backbone=ResNet-182026.03 | 73.4 | — | — | |
| GlisterSelection Ratio (%)=50, Backbone=ResNet-182026.03 | 73.2 | — | — | |
| ForgettingSelection Ratio (%)=50, Backbone=ResNet-182026.03 | 73.1 | — | — | |
| HerdingSelection Ratio (%)=70, Backbone=ResNet-182026.03 | 73.1 | — | — | |
| DPSelection Ratio (%)=50, Backbone=ResNet-182026.03 | 73.1 | — | — | |
| DM Gaussian2022.06 | 72.44 | 85.97 | 4.63 | |
| DM ConfODS2022.06 | 72.33 | 88.73 | 5.33 | |
| RandomSelection Ratio (%)=50, Backbone=ResNet-182026.03 | 72.1 | — | — | |
| EL2NSelection Ratio (%)=50, Backbone=ResNet-182026.03 | 72.1 | — | — | |
| DM ODS2022.06 | 71.85 | 87.9 | 4.47 | |
| HerdingSelection Ratio (%)=50, Backbone=ResNet-182026.03 | 71.8 | — | — | |
| Self-sup. prototypesSelection Ratio (%)=50, Backbone=ResNet-182026.03 | 71.7 | — | — | |
| GraNdSelection Ratio (%)=50, Backbone=ResNet-182026.03 | 71.4 | — | — | |
| EnDDAuxiliary Data=None2022.06 | 71.16 | 100 | 14.51 | |
| RL-SelectorSelection Ratio (%)=30, Backbone=ResNet-182026.03 | 71.1 | — | — | |
| MoSoSelection Ratio (%)=30, Backbone=ResNet-182026.03 | 70.9 | — | — | |
| CLIP-SelSelection Ratio (%)=30, Backbone=ResNet-182026.03 | 70.8 | — | — | |
| EnDDAuxiliary Data=Unsupervised data used2022.06 | 70.68 | 100 | 21.4 | |
| GlisterSelection Ratio (%)=30, Backbone=ResNet-182026.03 | 70.4 | — | — | |
| ModerateSelection Ratio (%)=30, Backbone=ResNet-182026.03 | 70.2 | — | — | |
| Self-sup. prototypesSelection Ratio (%)=30, Backbone=ResNet-182026.03 | 70 | — | — | |
| ForgettingSelection Ratio (%)=30, Backbone=ResNet-182026.03 | 69.9 | — | — | |
| RandomSelection Ratio (%)=30, Backbone=ResNet-182026.03 | 69.7 | — | — | |
| HerdingSelection Ratio (%)=30, Backbone=ResNet-182026.03 | 69.6 | — | — | |
| Hydra2022.06 | 69.56 | 93.8 | 29.84 | |
| EL2NSelection Ratio (%)=30, Backbone=ResNet-182026.03 | 69.5 | — | — | |
| GraNdSelection Ratio (%)=30, Backbone=ResNet-182026.03 | 68.8 | — | — | |
| DATM+OursIPC=102026.03 | 56.5 | — | — | |
| Whole TDataset Size=Full2026.03 | 56.2 | — | — | |
| DATMIPC=502026.03 | 55 | — | — | |
| AutoPaletteIPC=502026.03 | 53.3 | — | — | |
| AutoPaletteIPC=102026.03 | 52.6 | — | — | |
| DM+OursIPC=102026.03 | 51.2 | — | — | |
| SPEEDIPC=502026.03 | 49.1 | — | — | |
| DATM+OursIPC=12026.03 | 48 | — | — | |
| FreDIPC=502026.03 | 47.8 | — | — | |
| MTTIPC=502026.03 | 47.7 | — | — | |
| DATMIPC=102026.03 | 47.2 | — | — | |
| HaBaIPC=502026.03 | 47 | — | — | |
| SpectralIPC=102026.03 | 46.1 | — | — | |
| SPEEDIPC=102026.03 | 45.9 | — | — | |
| DMIPC=502026.03 | 43.6 | — | — | |
| DSAIPC=502026.03 | 42.8 | — | — | |
| FreDIPC=102026.03 | 42.7 | — | — | |
| DSA+OursIPC=102026.03 | 41.1 | — | — | |
| HaBaIPC=102026.03 | 40.2 | — | — | |
| MTTIPC=102026.03 | 40.1 | — | — | |
| SPEEDIPC=12026.03 | 40 | — | — | |
| AutoPaletteIPC=12026.03 | 38 | — | — | |
| SpectralIPC=12026.03 | 36.5 | — | — | |
| DSA+OursIPC=12026.03 | 34.7 | — | — | |
| FreDIPC=12026.03 | 34.6 | — | — | |
| DM+OursIPC=12026.03 | 34 | — | — | |
| HaBaIPC=12026.03 | 33.4 | — | — | |
| FedAFDData setting=Non-IID, Evaluation site=Clients, #rounds=202026.03 | 33.18 | — | — | |
| DSAIPC=102026.03 | 32.3 | — | — | |
| FedETData setting=Non-IID, Evaluation site=Clients, #rounds=272026.03 | 31.86 | — | — | |
| DMIPC=102026.03 | 29.7 | — | — |