Image Classification on FashionMNIST
96.93AccuracyL2P-AHIL
Evaluation results
| Method | Links | |
|---|---|---|
| L2P-AHILBag Size=162024.11 | 96.93 | |
| FT-DARTSParams (M)=3.2, Cost (Days)=12025.02 | 96.91 | |
| Human BestMethod Type=Human Baseline2026.06 | 96.8 | |
| Fully SupervisedFully Supervised=true2024.11 | 96.39 | |
| Ours (mobile)Params (M)=6.15, Cost (Days)=0.132025.02 | 96.22 | |
| Ours (tiny)Params (M)=0.50, Cost (Days)=0.112025.02 | 95.9 | |
| SoftMatchBag Size=322024.11 | 95.86 | |
| SoftMatchBag Size=162024.11 | 95.85 | |
| ARTSBase Model=o32026.06 | 95.8 | |
| L2P-AHILBag Size=322024.11 | 95.78 | |
| L2P-AHILBag Size=642024.11 | 95.27 | |
| SoftMatchBag Size=642024.11 | 95.18 | |
| MLEvolveMethod Type=Prior Works2026.06 | 95 | |
| ARTS*Base Model=Qwen 4B, Test-time trained=true2026.06 | 94.8 | |
| SoftMatchBag Size=1282024.11 | 94.73 | |
| AIRAMethod Type=Prior Works2026.06 | 94.7 | |
| LLP-VATBag Size=162024.11 | 94.69 | |
| LinearMethod Type=Prior Works2026.06 | 94.6 | |
| ARTSBase Model=Qwen 4B2026.06 | 94.6 | |
| ROTBag Size=162024.11 | 94.25 | |
| DLLPBag Size=162024.11 | 94.2 | |
| L2P-AHILBag Size=1282024.11 | 94.19 | |
| LLP-VATBag Size=322024.11 | 94.17 | |
| DLLPBag Size=322024.11 | 93.7 | |
| ROTBag Size=322024.11 | 93.68 | |
| L2P-AHILBag Size=2562024.11 | 93.51 | |
| SoftMatchBag Size=2562024.11 | 93.29 | |
| LLP-VATBag Size=642024.11 | 93.25 | |
| DLLPBag Size=642024.11 | 93.18 | |
| OnDev-LCT-8/1Number of Clients=10, Beta=52024.01 | 93.15 | |
| OnDev-LCT-4/1Number of Clients=10, Beta=52024.01 | 93.13 | |
| OnDev-LCT-2/1Number of Clients=10, Beta=52024.01 | 92.97 | |
| OnDev-LCT-1/1Number of Clients=10, Beta=52024.01 | 92.85 | |
| ResNet-32Number of Clients=10, Beta=52024.01 | 92.77 | |
| ResNet-20Number of Clients=10, Beta=52024.01 | 92.75 | |
| ResNet-44Number of Clients=10, Beta=52024.01 | 92.73 | |
| ROTBag Size=642024.11 | 92.53 | |
| ABBR FLAMEAttack=Adaptive-MD2025.12 | 92.4 | |
| FLAMEAttack=Adaptive-AT2025.12 | 92.4 | |
| ABBR FLAMEAttack=Adaptive-AT2025.12 | 92.4 | |
| OnDev-LCT-8/1Number of Clients=10, Beta=0.52024.01 | 92.37 | |
| LLP-VATBag Size=1282024.11 | 92.3 | |
| FLAMEAttack=Adaptive-MD2025.12 | 92.3 | |
| OnDev-LCT-4/1Number of Clients=10, Beta=0.52024.01 | 92.26 | |
| OnDev-LCT-4/1Number of Clients=50, Beta=52024.01 | 92.21 | |
| ResNet-44Number of Clients=10, Beta=0.52024.01 | 92.15 | |
| OnDev-LCT-2/1Number of Clients=50, Beta=52024.01 | 92.14 | |
| ResNet-32Number of Clients=50, Beta=52024.01 | 92.12 | |
| OnDev-LCT-2/1Number of Clients=10, Beta=0.52024.01 | 92.07 | |
| ResNet-20Number of Clients=50, Beta=52024.01 | 92.06 | |
| ResNet-32Number of Clients=10, Beta=0.52024.01 | 92.04 | |
| ResNet-44Number of Clients=50, Beta=52024.01 | 92.04 | |
| OnDev-LCT-1/1Number of Clients=10, Beta=0.52024.01 | 92.03 | |
| OnDev-LCT-8/1Number of Clients=50, Beta=52024.01 | 91.94 | |
| OnDev-LCT-1/1Number of Clients=50, Beta=52024.01 | 91.88 | |
| ROTBag Size=1282024.11 | 91.84 | |
| ResNet-20Number of Clients=10, Beta=0.52024.01 | 91.83 | |
| DLLPBag Size=1282024.11 | 91.7 | |
| OnDev-LCT-4/1Number of Clients=50, Beta=0.52024.01 | 91.56 | |
| CCT-4/2Number of Clients=10, Beta=52024.01 | 91.53 | |
| CCT-2/2Number of Clients=10, Beta=52024.01 | 91.33 | |
| OnDev-LCT-2/1Number of Clients=50, Beta=0.52024.01 | 91.13 | |
| ResNet-44Number of Clients=50, Beta=0.52024.01 | 91.01 | |
| OnDev-LCT-1/1Number of Clients=50, Beta=0.52024.01 | 90.92 | |
| OnDev-LCT-8/1Number of Clients=50, Beta=0.52024.01 | 90.84 | |
| ResNet-32Number of Clients=50, Beta=0.52024.01 | 90.75 | |
| CCT-4/2Number of Clients=10, Beta=0.52024.01 | 90.74 | |
| ResNet-20Number of Clients=50, Beta=0.52024.01 | 90.71 | |
| MobileNetv2/0.5Number of Clients=10, Beta=52024.01 | 90.62 | |
| LILogicNet-LLUT-6s [x10^3]=143.2, LUT-6s (LGN part only) [x10^3]=39.8, FPGA Device=XC7A200T2025.11 | 90.61 | |
| CCT-2/2Number of Clients=10, Beta=0.52024.01 | 90.42 | |
| LILogicNet-MLUT-6s [x10^3]=73.9, LUT-6s (LGN part only) [x10^3]=22.3, Latency [ns]=43, FPGA Device=XC7A200T2025.11 | 90.26 | |
| DiffLogicNet*LUT-6s [x10^3]=172.8, LUT-6s (LGN part only) [x10^3]=72.8, FPGA Device=XC7A200T2025.11 | 90.24 | |
| MobileNetv2/0.5Number of Clients=10, Beta=0.52024.01 | 90.15 | |
| ROTBag Size=2562024.11 | 90.14 | |
| CCT-4/2Number of Clients=50, Beta=52024.01 | 89.95 | |
| LILogicNet-SLUT-6s [x10^3]=14.3, LUT-6s (LGN part only) [x10^3]=3.7, Latency [ns]=30, FPGA Device=XC7A200T2025.11 | 89.95 | |
| MobileNetv2/0.2Number of Clients=10, Beta=52024.01 | 89.87 | |
| DiffLogicNet-S*LUT-6s [x10^3]=22.7, LUT-6s (LGN part only) [x10^3]=10.4, FPGA Device=XC7A200T2025.11 | 89.85 | |
| PC-Iavgtraining_data_fraction=100%2026.01 | 89.8 | |
| DLLPBag Size=2562024.11 | 89.62 | |
| BPtraining_data_fraction=100%2026.01 | 89.55 | |
| LLP-VATBag Size=2562024.11 | 89.51 | |
| MobileNetv2/0.2Number of Clients=10, Beta=0.52024.01 | 89.49 | |
| DWN (n=6)LUT-6s [x10^3]=7.6, Latency [ns]=235, FPGA Device=XC7Z0452025.11 | 89.01 | |
| CCT-4/2Number of Clients=50, Beta=0.52024.01 | 88.96 | |
| PC-Iavgtraining_data_fraction=50%2026.01 | 88.88 | |
| ViT-Lite-2/8Number of Clients=10, Beta=52024.01 | 88.82 | |
| ViT-Lite-1/8Number of Clients=10, Beta=52024.01 | 88.79 | |
| PC-Ifwtraining_data_fraction=100%2026.01 | 88.5 | |
| CCT-2/2Number of Clients=50, Beta=52024.01 | 88.45 | |
| LLPFCBag Size=162024.11 | 88.4 | |
| BPtraining_data_fraction=50%2026.01 | 88.09 | |
| ViT-Lite-2/8Number of Clients=10, Beta=0.52024.01 | 87.89 | |
| ViT-Lite-1/8Number of Clients=10, Beta=0.52024.01 | 87.82 | |
| PC-Ifwtraining_data_fraction=50%2026.01 | 87.81 | |
| PC-Iavgtraining_data_fraction=25%2026.01 | 87.64 | |
| MobileNetv2/0.5Number of Clients=50, Beta=52024.01 | 87.59 | |
| MobileNetv2/0.2Number of Clients=50, Beta=52024.01 | 86.9 | |
| CCT-2/2Number of Clients=50, Beta=0.52024.01 | 86.87 |