Futures Trading on BNB Crypto Market
86.65Total Return (%)WINOW
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| WINOWModel Type=Hierarchical RL2025.12 | 86.65 | 2.01 | 5.99 | 31.71 | 5.46 | 34.93 | |
| FineFTModel Type=Proposed Method2025.12 | 83.7 | 2.55 | 11.19 | 101.17 | 3.57 | 15.49 | |
| MHFTModel Type=Hierarchical RL2025.12 | -50.42 | -0.81 | -1.48 | -9.1 | 6.47 | 67.95 | |
| DQNModel Type=Value-based RL2025.12 | -55.85 | -1.21 | -2.14 | -13.72 | 6.09 | 66.09 | |
| PPOModel Type=Policy-based RL2025.12 | -59.58 | -1.64 | -2.59 | -14.12 | 5.55 | 67.37 | |
| DRAModel Type=Policy-based RL2025.12 | -64.79 | -1.51 | -2.58 | -13.43 | 6.53 | 72.88 | |
| CRPModel Type=Value-based RL2025.12 | -64.79 | -1.43 | -2.59 | -12.98 | 6.92 | 72.88 | |
| EDQNModel Type=Ensemble RL2025.12 | -64.79 | -1.51 | -2.58 | -13.43 | 6.53 | 72.88 | |
| SUNRISEModel Type=Ensemble RL2025.12 | -66.75 | -1.74 | -2.8 | -14.45 | 6.27 | 74.32 | |
| RAQRModel Type=Distributional RL2025.12 | -68.88 | -1.84 | -3.1 | -14.22 | 6.47 | 73.27 | |
| EHFTModel Type=Hierarchical RL2025.12 | -69.32 | -2.08 | -3.26 | -17.31 | 6.05 | 73.61 | |
| IVModel Type=Rule-based2025.12 | -71 | -1.59 | -2.73 | -14.31 | 6.59 | 73.21 | |
| MACDModel Type=Rule-based2025.12 | -82.85 | -3.04 | -4.12 | -22.67 | 6.28 | 88.7 |