Demand Forecasting on Supply Chain Dataset
15.02MAEProposed Hybrid
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Proposed Hybrid2026.04 | 15.02 | 20.41 | 8.9 | 8.4 | |
| Hybrid TFT-X2026.04 | 15.29 | 20.72 | 9.1 | 8.6 | |
| Informer (Efficient Transformer)2026.04 | 15.44 | 20.97 | 9.2 | 8.7 | |
| Temporal Fusion Transformer (TFT)2026.04 | 15.67 | 21.18 | 9.3 | 8.8 | |
| PPO-based Forecasting Agent2026.04 | 15.78 | 21.4 | 9.4 | 8.9 | |
| DQN-based Forecasting Agent2026.04 | 16.02 | 21.63 | 9.5 | 9 | |
| GRU2026.04 | 17.23 | 22.94 | 10.7 | 10.3 | |
| LSTM2026.04 | 17.89 | 23.58 | 11.1 | 10.8 | |
| Prophet2026.04 | 20.15 | 26.04 | 13 | 12.4 | |
| ARIMA2026.04 | 22.47 | 28.66 | 14.3 | 13.9 |