Direct Preference Optimization on IMDB 10 clients
85.23AccuracyFedPDPO
Evaluation Results
| Method | Links | |
|---|---|---|
| FedPDPODomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=10, Optimization Objective (PPO/DPO)=DPO2026.03 | 85.23 | |
| FedRepDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=10, Optimization Objective (PPO/DPO)=DPO2026.03 | 80.43 | |
| FedPerDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=10, Optimization Objective (PPO/DPO)=DPO2026.03 | 79.95 | |
| Per-FedAvgDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=10, Optimization Objective (PPO/DPO)=DPO2026.03 | 78.83 | |
| FedAMPDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=10, Optimization Objective (PPO/DPO)=DPO2026.03 | 77.39 | |
| FedAvgDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=10, Optimization Objective (PPO/DPO)=DPO2026.03 | 76.45 | |
| FedPerDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=10, Optimization Objective (PPO/DPO)=PPO2026.03 | 75.01 | |
| FedRepDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=10, Optimization Objective (PPO/DPO)=PPO2026.03 | 74.58 | |
| Per-FedAvgDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=10, Optimization Objective (PPO/DPO)=PPO2026.03 | 73.12 | |
| FedAMPDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=10, Optimization Objective (PPO/DPO)=PPO2026.03 | 71.45 | |
| FedAvgDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=10, Optimization Objective (PPO/DPO)=PPO2026.03 | 70.89 |