Image Classification on FMNIST i.i.d. (test)
75.81AccuracyFedMPDD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedMPDDBytes Budget=150000000, Target Acc=60, m=6002025.12 | 75.81 | 73,920,000 | — | — | |
| FedMPDDBytes Budget=150000000, Target Acc=60, m=9002025.12 | 62.36 | 103,680,000 | — | — | |
| FedMPDDBytes Budget=150000000, Target Acc=60, m=15002025.12 | 47.32 | 199,200,000 | — | — | |
| QSGDBytes Budget=150000000, Target Acc=60, bits=82025.12 | 15.51 | 1,421,760,000 | — | — | |
| FedSGD + LaplaceBytes Budget=150000000, Target Acc=60, variance=0.012025.12 | 12.48 | 5,402,201,600 | — | — | |
| FedSGD + LaplaceBytes Budget=150000000, Target Acc=60, variance=0.0012025.12 | 11.95 | 4,975,712,000 | — | — | |
| FedSGDBytes Budget=150000000, Target Acc=602025.12 | 11.74 | 5,757,609,600 | — | — | |
| FedMPDDBytes Budget=90000000, Target Acc=60, Model=LeNet, Data Distribution=i.i.d., m=4002025.12 | 0.6677 | 44,160,000 | — | — | |
| FedMPDDBytes Budget=90000000, Target Acc=60, Model=LeNet, Data Distribution=i.i.d., m=6002025.12 | 0.661 | 61,440,000 | — | — | |
| FedMPDDBytes Budget=90000000, Target Acc=60, Model=LeNet, Data Distribution=i.i.d., m=8002025.12 | 0.6484 | 78,080,000 | — | — | |
| QSGDBytes Budget=90000000, Target Acc=60, Model=LeNet, Data Distribution=i.i.d., bit-width=8-bit2025.12 | 0.2573 | 311,576,000 | — | 0.99 | |
| FedSGD + LaplaceBytes Budget=90000000, Target Acc=60, Model=LeNet, Data Distribution=i.i.d., var=12025.12 | 0.1591 | 1,525,193,600 | — | — | |
| FedSGDBytes Budget=90000000, Target Acc=60, Model=LeNet, Data Distribution=i.i.d.2025.12 | 0.1585 | 1,331,859,200 | — | 1 | |
| FedSGD + LaplaceBytes Budget=90000000, Target Acc=60, Model=LeNet, Data Distribution=i.i.d., var=0.52025.12 | 0.1576 | 1,245,932,800 | — | — |