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puyang2025
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Poisoning_Resilient_Federated_Learning_Playground

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train · 5.74M rows

text stringlengths 0 1.35k
seed: 42, num_experiments: 5, experiment_id: 0, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gam...

Started on Thu Feb 26 03:22:13 2026
Generating new indices
Doing iid partition
iid partition finished
Data partitioned
Clients and server are initialized
Starting Training...
Epoch 0 Train Acc: 0.0135 Train loss: 0.0750 Test Acc: 0.0099 Test loss: 0.0723
Epoch 1 Train Acc: 0.0189 Train loss: 0.0741 Test Acc: 0.0107 Test loss: 0.0725
Epoch 2 Train Acc: 0.0311 Train loss: 0.0721 Test Acc: 0.0126 Test loss: 0.0726
Epoch 3 Train Acc: 0.0375 Train loss: 0.0705 Test Acc: 0.0285 Test loss: 0.0703
Epoch 4 Train Acc: 0.0465 Train loss: 0.0691 Test Acc: 0.0633 Test loss: 0.0665
Epoch 5 Train Acc: 0.0480 Train loss: 0.0676 Test Acc: 0.0634 Test loss: 0.0643
Epoch 6 Train Acc: 0.0588 Train loss: 0.0663 Test Acc: 0.0600 Test loss: 0.0675
Epoch 7 Train Acc: 0.0637 Train loss: 0.0648 Test Acc: 0.0625 Test loss: 0.0662
Epoch 8 Train Acc: 0.0695 Train loss: 0.0640 Test Acc: 0.0735 Test loss: 0.0644
Epoch 9 Train Acc: 0.0596 Train loss: 0.3417 Test Acc: 0.0776 Test loss: 0.0639
Epoch 10 Train Acc: 0.0441 Train loss: 0.0732 Test Acc: 0.0340 Test loss: 0.1593
Epoch 11 Train Acc: 0.0537 Train loss: 0.0661 Test Acc: 0.0399 Test loss: 0.1554
Epoch 12 Train Acc: 0.0619 Train loss: 0.0647 Test Acc: 0.0617 Test loss: 0.0777
Epoch 13 Train Acc: 0.0762 Train loss: 0.0630 Test Acc: 0.0823 Test loss: 0.0665
Epoch 14 Train Acc: 0.0867 Train loss: 0.0613 Test Acc: 0.1033 Test loss: 0.0613
Epoch 15 Train Acc: 0.0887 Train loss: 0.0607 Test Acc: 0.1162 Test loss: 0.0589
Epoch 16 Train Acc: 0.0910 Train loss: 0.0609 Test Acc: 0.1226 Test loss: 0.0583
Epoch 17 Train Acc: 0.0930 Train loss: 0.0602 Test Acc: 0.1246 Test loss: 0.0581
Epoch 18 Train Acc: 0.0943 Train loss: 0.0603 Test Acc: 0.1271 Test loss: 0.0576
Epoch 19 Train Acc: 0.0916 Train loss: 0.3111 Test Acc: 0.1316 Test loss: 0.0581
Epoch 20 Train Acc: 0.0615 Train loss: 0.0674 Test Acc: 0.1230 Test loss: 0.0585
Epoch 21 Train Acc: 0.1004 Train loss: 0.0604 Test Acc: 0.1149 Test loss: 0.0599
Epoch 22 Train Acc: 0.1090 Train loss: 0.0594 Test Acc: 0.1365 Test loss: 0.0574
Epoch 23 Train Acc: 0.1086 Train loss: 0.0590 Test Acc: 0.1411 Test loss: 0.0566
Epoch 24 Train Acc: 0.1225 Train loss: 0.0581 Test Acc: 0.1438 Test loss: 0.0564
Epoch 25 Train Acc: 0.1229 Train loss: 0.0576 Test Acc: 0.1499 Test loss: 0.0558
Epoch 26 Train Acc: 0.1154 Train loss: 0.0578 Test Acc: 0.1563 Test loss: 0.0556
Epoch 27 Train Acc: 0.1348 Train loss: 0.0568 Test Acc: 0.1647 Test loss: 0.0547
Epoch 28 Train Acc: 0.1414 Train loss: 0.0565 Test Acc: 0.1667 Test loss: 0.0546
Epoch 29 Train Acc: 0.1242 Train loss: 0.3045 Test Acc: 0.1616 Test loss: 0.0548
Epoch 30 Train Acc: 0.0771 Train loss: 0.0651 Test Acc: 0.1358 Test loss: 0.0576
Epoch 31 Train Acc: 0.1187 Train loss: 0.0583 Test Acc: 0.1484 Test loss: 0.0563
Epoch 32 Train Acc: 0.1412 Train loss: 0.0568 Test Acc: 0.1517 Test loss: 0.0555
Epoch 33 Train Acc: 0.1461 Train loss: 0.0565 Test Acc: 0.1625 Test loss: 0.0545
Epoch 34 Train Acc: 0.1502 Train loss: 0.0555 Test Acc: 0.1743 Test loss: 0.0539
Epoch 35 Train Acc: 0.1553 Train loss: 0.0550 Test Acc: 0.1831 Test loss: 0.0535
Epoch 36 Train Acc: 0.1445 Train loss: 0.0551 Test Acc: 0.1944 Test loss: 0.0526
Epoch 37 Train Acc: 0.1602 Train loss: 0.0540 Test Acc: 0.1910 Test loss: 0.0522
Epoch 38 Train Acc: 0.1594 Train loss: 0.0542 Test Acc: 0.2006 Test loss: 0.0515
Epoch 39 Train Acc: 0.1568 Train loss: 0.2813 Test Acc: 0.1904 Test loss: 0.0520
Epoch 40 Train Acc: 0.1102 Train loss: 0.0620 Test Acc: 0.1846 Test loss: 0.0527
Epoch 41 Train Acc: 0.1596 Train loss: 0.0554 Test Acc: 0.1784 Test loss: 0.0538
Epoch 42 Train Acc: 0.1691 Train loss: 0.0536 Test Acc: 0.1961 Test loss: 0.0519
Epoch 43 Train Acc: 0.1760 Train loss: 0.0533 Test Acc: 0.2109 Test loss: 0.0509
Epoch 44 Train Acc: 0.1758 Train loss: 0.0528 Test Acc: 0.2201 Test loss: 0.0498
Epoch 45 Train Acc: 0.1842 Train loss: 0.0522 Test Acc: 0.2256 Test loss: 0.0498
Epoch 46 Train Acc: 0.1805 Train loss: 0.0524 Test Acc: 0.2244 Test loss: 0.0497
Epoch 47 Train Acc: 0.1945 Train loss: 0.0512 Test Acc: 0.2282 Test loss: 0.0495
Epoch 48 Train Acc: 0.1973 Train loss: 0.0516 Test Acc: 0.2306 Test loss: 0.0489
Epoch 49 Train Acc: 0.1822 Train loss: 0.2909 Test Acc: 0.2144 Test loss: 0.0501
Epoch 50 Train Acc: 0.1242 Train loss: 0.0601 Test Acc: 0.1968 Test loss: 0.0513
Epoch 51 Train Acc: 0.1771 Train loss: 0.0534 Test Acc: 0.2172 Test loss: 0.0519
Epoch 52 Train Acc: 0.1730 Train loss: 0.0524 Test Acc: 0.2134 Test loss: 0.0510
Epoch 53 Train Acc: 0.1982 Train loss: 0.0515 Test Acc: 0.2249 Test loss: 0.0495
Epoch 54 Train Acc: 0.2074 Train loss: 0.0506 Test Acc: 0.2441 Test loss: 0.0482
Epoch 55 Train Acc: 0.2213 Train loss: 0.0499 Test Acc: 0.2484 Test loss: 0.0477
Epoch 56 Train Acc: 0.2092 Train loss: 0.0502 Test Acc: 0.2445 Test loss: 0.0476
Epoch 57 Train Acc: 0.2244 Train loss: 0.0487 Test Acc: 0.2511 Test loss: 0.0473
Epoch 58 Train Acc: 0.2252 Train loss: 0.0488 Test Acc: 0.2593 Test loss: 0.0469
Epoch 59 Train Acc: 0.2119 Train loss: 0.2637 Test Acc: 0.2519 Test loss: 0.0469
Epoch 60 Train Acc: 0.1617 Train loss: 0.0564 Test Acc: 0.2383 Test loss: 0.0489
Epoch 61 Train Acc: 0.2113 Train loss: 0.0506 Test Acc: 0.2399 Test loss: 0.0483
Epoch 62 Train Acc: 0.2229 Train loss: 0.0490 Test Acc: 0.2502 Test loss: 0.0473
Epoch 63 Train Acc: 0.2234 Train loss: 0.0486 Test Acc: 0.2619 Test loss: 0.0463
Epoch 64 Train Acc: 0.2393 Train loss: 0.0481 Test Acc: 0.2530 Test loss: 0.0470
Epoch 65 Train Acc: 0.2271 Train loss: 0.0484 Test Acc: 0.2634 Test loss: 0.0459
Epoch 66 Train Acc: 0.2318 Train loss: 0.0476 Test Acc: 0.2802 Test loss: 0.0446
Epoch 67 Train Acc: 0.2469 Train loss: 0.0470 Test Acc: 0.2837 Test loss: 0.0443
Epoch 68 Train Acc: 0.2437 Train loss: 0.0470 Test Acc: 0.2922 Test loss: 0.0440
Epoch 69 Train Acc: 0.2510 Train loss: 0.2598 Test Acc: 0.2670 Test loss: 0.0456
Epoch 70 Train Acc: 0.1691 Train loss: 0.0553 Test Acc: 0.2468 Test loss: 0.0481
FLDetector Defense: Benign idx: [0 1]
Epoch 71 Train Acc: 0.2348 Train loss: 0.0487 Test Acc: 0.2512 Test loss: 0.0476
FLDetector Defense: Benign idx: [0 1]
Epoch 72 Train Acc: 0.2471 Train loss: 0.0468 Test Acc: 0.2798 Test loss: 0.0451
FLDetector Defense: Benign idx: [0 1]
Epoch 73 Train Acc: 0.2414 Train loss: 0.0467 Test Acc: 0.2972 Test loss: 0.0438
FLDetector Defense: Benign idx: [0 1]
Epoch 74 Train Acc: 0.2469 Train loss: 0.0463 Test Acc: 0.2987 Test loss: 0.0433
FLDetector Defense: Benign idx: [0 1]
Epoch 75 Train Acc: 0.2652 Train loss: 0.0453 Test Acc: 0.2874 Test loss: 0.0435
FLDetector Defense: Benign idx: [ 0 1 14 16]
Epoch 76 Train Acc: 0.2664 Train loss: 0.0450 Test Acc: 0.2751 Test loss: 0.0445
FLDetector Defense: Benign idx: [ 0 1 14 16]
Epoch 77 Train Acc: 0.2596 Train loss: 0.0458 Test Acc: 0.2788 Test loss: 0.0450
FLDetector Defense: Benign idx: [ 0 1 14]
Epoch 78 Train Acc: 0.2574 Train loss: 0.0462 Test Acc: 0.2674 Test loss: 0.0462
FLDetector Defense: Benign idx: [0 1]
Epoch 79 Train Acc: 0.2506 Train loss: 0.2546 Test Acc: 0.2849 Test loss: 0.0443
FLDetector Defense: Benign idx: [0 1]
Epoch 80 Train Acc: 0.1758 Train loss: 0.0549 Test Acc: 0.2649 Test loss: 0.0467

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