Adversarial Attack on Seaquest
2,856.96Cumulative RewardNo Attack (Baseline)
Evaluation results
| Method | Links | |
|---|---|---|
| No Attack (Baseline)Attack Setting=White-box, Target Policy=A3C2026.02 | 2,856.96 | |
| No Attack (Baseline)Attack Setting=Black-box, Target Policy=A3C2026.02 | 2,856.96 | |
| No Attack (Baseline)Attack Setting=White-box, Target Policy=DQN2026.02 | 2,385.32 | |
| No Attack (Baseline)Attack Setting=Black-box, Target Policy=DQN2026.02 | 2,385.32 | |
| No Attack (Baseline)Attack Setting=White-box, Target Policy=PPO2026.02 | 2,108.38 | |
| No Attack (Baseline)Attack Setting=Black-box, Target Policy=PPO2026.02 | 2,108.38 | |
| No Attack (Baseline)Attack Setting=White-box, Target Policy=TRPO2026.02 | 1,856.89 | |
| No Attack (Baseline)Attack Setting=Black-box, Target Policy=TRPO2026.02 | 1,856.89 | |
| S-TAttack Setting=Black-box, Target Policy=DQN2026.02 | 328.18 | |
| SkipAttack Setting=Black-box, Target Policy=DQN2026.02 | 300.48 | |
| EDGEAttack Setting=Black-box, Target Policy=DQN2026.02 | 298.43 | |
| FGSMAttack Setting=Black-box, Target Policy=DQN2026.02 | 290.32 | |
| S-TAttack Setting=White-box, Target Policy=PPO2026.02 | 256.83 | |
| S-TAttack Setting=Black-box, Target Policy=PPO2026.02 | 256.83 | |
| AdvRL-GANAttack Setting=Black-box, Target Policy=DQN2026.02 | 245.44 | |
| S-TAttack Setting=White-box, Target Policy=A3C2026.02 | 221.84 | |
| S-TAttack Setting=Black-box, Target Policy=A3C2026.02 | 221.84 | |
| PIAAttack Setting=Black-box, Target Policy=DQN2026.02 | 216.74 | |
| S-TAttack Setting=White-box, Target Policy=TRPO2026.02 | 210.04 | |
| S-TAttack Setting=Black-box, Target Policy=TRPO2026.02 | 210.04 | |
| SkipAttack Setting=White-box, Target Policy=TRPO2026.02 | 198.33 | |
| SkipAttack Setting=Black-box, Target Policy=TRPO2026.02 | 198.33 | |
| PA-ADAttack Setting=Black-box, Target Policy=DQN2026.02 | 178.46 | |
| SkipAttack Setting=White-box, Target Policy=PPO2026.02 | 178.26 | |
| SkipAttack Setting=Black-box, Target Policy=PPO2026.02 | 178.26 | |
| TSGEAttack Setting=Black-box, Target Policy=DQN2026.02 | 167.89 | |
| SkipAttack Setting=White-box, Target Policy=A3C2026.02 | 158.34 | |
| SkipAttack Setting=Black-box, Target Policy=A3C2026.02 | 158.34 | |
| S-TAttack Setting=White-box, Target Policy=DQN2026.02 | 150.35 | |
| AdvRL-GANAttack Setting=White-box, Target Policy=PPO2026.02 | 132.42 | |
| AdvRL-GANAttack Setting=Black-box, Target Policy=PPO2026.02 | 132.42 | |
| AdvRL-GANAttack Setting=White-box, Target Policy=A3C2026.02 | 129.33 | |
| AdvRL-GANAttack Setting=Black-box, Target Policy=A3C2026.02 | 129.33 | |
| AdvRL-GANAttack Setting=White-box, Target Policy=TRPO2026.02 | 119.83 | |
| AdvRL-GANAttack Setting=Black-box, Target Policy=TRPO2026.02 | 119.83 | |
| AdvRL-GANAttack Setting=White-box, Target Policy=DQN2026.02 | 108.23 | |
| EDGEAttack Setting=White-box, Target Policy=PPO2026.02 | 100.82 | |
| EDGEAttack Setting=Black-box, Target Policy=PPO2026.02 | 100.82 | |
| EDGEAttack Setting=White-box, Target Policy=A3C2026.02 | 98.55 | |
| EDGEAttack Setting=Black-box, Target Policy=A3C2026.02 | 98.55 | |
| EDGEAttack Setting=White-box, Target Policy=TRPO2026.02 | 98.45 | |
| EDGEAttack Setting=Black-box, Target Policy=TRPO2026.02 | 98.45 | |
| SkipAttack Setting=White-box, Target Policy=DQN2026.02 | 89.42 | |
| AATAttack Setting=Black-box, Target Policy=DQN2026.02 | 80.45 | |
| FGSMAttack Setting=White-box, Target Policy=TRPO2026.02 | 77.54 | |
| FGSMAttack Setting=Black-box, Target Policy=TRPO2026.02 | 77.54 | |
| EDGEAttack Setting=White-box, Target Policy=DQN2026.02 | 75.46 | |
| FGSMAttack Setting=White-box, Target Policy=PPO2026.02 | 74.32 | |
| FGSMAttack Setting=Black-box, Target Policy=PPO2026.02 | 74.32 | |
| FGSMAttack Setting=White-box, Target Policy=A3C2026.02 | 65.42 | |
| FGSMAttack Setting=Black-box, Target Policy=A3C2026.02 | 65.42 | |
| TSGEAttack Setting=White-box, Target Policy=TRPO2026.02 | 54.82 | |
| TSGEAttack Setting=Black-box, Target Policy=TRPO2026.02 | 54.82 | |
| TSGEAttack Setting=White-box, Target Policy=PPO2026.02 | 54.39 | |
| TSGEAttack Setting=Black-box, Target Policy=PPO2026.02 | 54.39 | |
| PIAAttack Setting=White-box, Target Policy=PPO2026.02 | 53.28 | |
| PIAAttack Setting=Black-box, Target Policy=PPO2026.02 | 53.28 | |
| PIAAttack Setting=White-box, Target Policy=TRPO2026.02 | 49.41 | |
| PIAAttack Setting=Black-box, Target Policy=TRPO2026.02 | 49.41 | |
| PIAAttack Setting=White-box, Target Policy=A3C2026.02 | 48.29 | |
| PIAAttack Setting=Black-box, Target Policy=A3C2026.02 | 48.29 | |
| TSGEAttack Setting=White-box, Target Policy=A3C2026.02 | 35.43 | |
| TSGEAttack Setting=Black-box, Target Policy=A3C2026.02 | 35.43 | |
| PA-ADAttack Setting=White-box, Target Policy=PPO2026.02 | 24.81 | |
| PA-ADAttack Setting=Black-box, Target Policy=PPO2026.02 | 24.81 | |
| PIAAttack Setting=White-box, Target Policy=DQN2026.02 | 23.71 | |
| PA-ADAttack Setting=White-box, Target Policy=TRPO2026.02 | 23.54 | |
| PA-ADAttack Setting=Black-box, Target Policy=TRPO2026.02 | 23.54 | |
| AATAttack Setting=White-box, Target Policy=PPO2026.02 | 21.42 | |
| AATAttack Setting=Black-box, Target Policy=PPO2026.02 | 21.42 | |
| AATAttack Setting=White-box, Target Policy=A3C2026.02 | 20.22 | |
| AATAttack Setting=Black-box, Target Policy=A3C2026.02 | 20.22 | |
| AATAttack Setting=White-box, Target Policy=TRPO2026.02 | 19.84 | |
| AATAttack Setting=Black-box, Target Policy=TRPO2026.02 | 19.84 | |
| TSGEAttack Setting=White-box, Target Policy=DQN2026.02 | 19.32 | |
| PA-ADAttack Setting=White-box, Target Policy=DQN2026.02 | 18.97 | |
| AATAttack Setting=White-box, Target Policy=DQN2026.02 | 18.34 | |
| PA-ADAttack Setting=White-box, Target Policy=A3C2026.02 | 17.63 | |
| PA-ADAttack Setting=Black-box, Target Policy=A3C2026.02 | 17.63 | |
| FGSMAttack Setting=White-box, Target Policy=DQN2026.02 | 17.35 |