Direct Preference Optimization on Code-Vulnerability-Security 11 clients
92.8AccuracyFedPDPO
Evaluation results
| Method | Links | |
|---|---|---|
| FedPDPODomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=11, Optimization Objective (PPO/DPO)=DPO2026.03 | 92.8 | |
| FedRepDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=11, Optimization Objective (PPO/DPO)=DPO2026.03 | 88.25 | |
| FedAMPDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=11, Optimization Objective (PPO/DPO)=DPO2026.03 | 87.12 | |
| FedPerDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=11, Optimization Objective (PPO/DPO)=DPO2026.03 | 86.37 | |
| Per-FedAvgDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=11, Optimization Objective (PPO/DPO)=DPO2026.03 | 85.44 | |
| FedAvgDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=11, Optimization Objective (PPO/DPO)=DPO2026.03 | 84.09 | |
| FedRepDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=11, Optimization Objective (PPO/DPO)=PPO2026.03 | 82.15 | |
| FedAMPDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=11, Optimization Objective (PPO/DPO)=PPO2026.03 | 81.23 | |
| FedPerDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=11, Optimization Objective (PPO/DPO)=PPO2026.03 | 80.54 | |
| Per-FedAvgDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=11, Optimization Objective (PPO/DPO)=PPO2026.03 | 79.68 | |
| FedAvgDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=11, Optimization Objective (PPO/DPO)=PPO2026.03 | 78.32 |