Direct Preference Optimization on IMDB 3 clients
87.41AccuracyFedPDPO
Evaluation Results
| Method | Links | |
|---|---|---|
| FedPDPODomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=3, Optimization Objective (PPO/DPO)=DPO2026.03 | 87.41 | |
| Per-FedAvgDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=3, Optimization Objective (PPO/DPO)=DPO2026.03 | 83.4 | |
| FedAMPDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=3, Optimization Objective (PPO/DPO)=DPO2026.03 | 82.75 | |
| FedAvgDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=3, Optimization Objective (PPO/DPO)=DPO2026.03 | 82.73 | |
| FedRepDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=3, Optimization Objective (PPO/DPO)=DPO2026.03 | 82.18 | |
| FedPerDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=3, Optimization Objective (PPO/DPO)=DPO2026.03 | 81.66 | |
| Per-FedAvgDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=3, Optimization Objective (PPO/DPO)=PPO2026.03 | 81.36 | |
| FedAvgDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=3, Optimization Objective (PPO/DPO)=PPO2026.03 | 80.7 | |
| FedPerDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=3, Optimization Objective (PPO/DPO)=PPO2026.03 | 80.68 | |
| FedAMPDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=3, Optimization Objective (PPO/DPO)=PPO2026.03 | 80.41 | |
| FedRepDomain Setting (Intra-Domain)=Intra-Domain, Number of Clients=3, Optimization Objective (PPO/DPO)=PPO2026.03 | 80.09 |