Secure Aggregation Performance on Federated Learning Workload Relaxed L∞ defense
0.182Client Runtime (s)PRoVeFL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRoVeFL# Clients=50, # Params=100k, Number of Servers=2, Defense Protocol=relaxed L∞ defense2026.07 | 0.182 | 9.8 | 0.76 | 5 | |
| PRoVeFL# Clients=100, # Params=100k, Number of Servers=2, Defense Protocol=relaxed L∞ defense2026.07 | 0.182 | 10 | 1.46 | 5 | |
| PRoVeFL# Clients=200, # Params=100k, Number of Servers=2, Defense Protocol=relaxed L∞ defense2026.07 | 0.182 | 10 | 2.9 | 5 | |
| PRoVeFL# Clients=50, # Params=100k, Number of Servers=4, Defense Protocol=relaxed L∞ defense2026.07 | 0.188 | 10 | 0.71 | 2.5 | |
| PRoVeFL# Clients=100, # Params=100k, Number of Servers=4, Defense Protocol=relaxed L∞ defense2026.07 | 0.188 | 10 | 1.36 | 2.5 | |
| PRoVeFL# Clients=200, # Params=100k, Number of Servers=4, Defense Protocol=relaxed L∞ defense2026.07 | 0.188 | 10 | 2.68 | 2.5 | |
| PRoVeFL# Clients=50, # Params=500k, Number of Servers=2, Defense Protocol=relaxed L∞ defense2026.07 | 0.73 | 20 | 1.01 | 10 | |
| PRoVeFL# Clients=100, # Params=500k, Number of Servers=2, Defense Protocol=relaxed L∞ defense2026.07 | 0.73 | 20 | 1.79 | 10 | |
| PRoVeFL# Clients=200, # Params=500k, Number of Servers=2, Defense Protocol=relaxed L∞ defense2026.07 | 0.73 | 20 | 3.52 | 10 | |
| PRoVeFL# Clients=50, # Params=500k, Number of Servers=4, Defense Protocol=relaxed L∞ defense2026.07 | 0.742 | 20 | 0.93 | 10 | |
| PRoVeFL# Clients=100, # Params=500k, Number of Servers=4, Defense Protocol=relaxed L∞ defense2026.07 | 0.742 | 20 | 1.69 | 10 | |
| PRoVeFL# Clients=200, # Params=500k, Number of Servers=4, Defense Protocol=relaxed L∞ defense2026.07 | 0.742 | 20 | 3.41 | 10 | |
| ELSA# Clients=50, # Params=100k, Defense Protocol=relaxed L∞ defense2026.07 | 4.6 | 51.6 | 2.7 | 640 | |
| ELSA# Clients=100, # Params=100k, Defense Protocol=relaxed L∞ defense2026.07 | 7.1 | 51.6 | 3.8 | 1,280 | |
| ELSA# Clients=200, # Params=100k, Defense Protocol=relaxed L∞ defense2026.07 | 8.4 | 51.6 | 6.1 | 2,560 | |
| Prio# Clients=50, # Params=100k, Defense Protocol=relaxed L∞ defense2026.07 | 14.3 | 59.1 | 23.3 | 0.002 | |
| Prio# Clients=100, # Params=100k, Defense Protocol=relaxed L∞ defense2026.07 | 14.8 | 59.1 | 48.9 | 0.005 | |
| Prio# Clients=200, # Params=100k, Defense Protocol=relaxed L∞ defense2026.07 | 16.5 | 59.1 | 99.5 | 0.01 | |
| ELSA# Clients=50, # Params=500k, Defense Protocol=relaxed L∞ defense2026.07 | 17.5 | 258 | 11.2 | 3,200 | |
| ELSA# Clients=100, # Params=500k, Defense Protocol=relaxed L∞ defense2026.07 | 23.2 | 258 | 17.3 | 6,400 | |
| ELSA# Clients=200, # Params=500k, Defense Protocol=relaxed L∞ defense2026.07 | 38 | 258 | 31.4 | 12,800 | |
| Prio# Clients=50, # Params=500k, Defense Protocol=relaxed L∞ defense2026.07 | 63.6 | 262.2 | 102.9 | 0.002 | |
| Prio# Clients=100, # Params=500k, Defense Protocol=relaxed L∞ defense2026.07 | 67.7 | 262.2 | 218.4 | 0.005 | |
| Prio# Clients=200, # Params=500k, Defense Protocol=relaxed L∞ defense2026.07 | 78.3 | 262.2 | 457.9 | 0.01 |