Trajectory Prediction on Safety-critical vehicle-pedestrian interactions
0.054RMSE v_veh^y (m/s)Refined MA-SST-DDPG
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Refined MA-SST-DDPGModel Type=Multi-Agent Reinforcement Learning, Training Setting=Hybrid Learning2026.05 | 0.054 | 0.024 | 0.053 | 0.031 | 0.096 | 0.114 | 0.102 | 0.112 | 0.072 | 0.142 | |
| Refined MA-Transformer-DDPGModel Type=Multi-Agent Reinforcement Learning, Training Setting=Hybrid Learning2026.05 | 0.056 | 0.024 | 0.056 | 0.035 | 0.134 | 0.134 | 0.136 | 0.133 | 0.094 | 0.194 | |
| MA-SST-DDPGModel Type=Multi-Agent Reinforcement Learning, Training Setting=Data-Driven Learning2026.05 | 0.058 | 0.023 | 0.056 | 0.03 | 0.098 | 0.118 | 0.103 | 0.126 | 0.078 | 0.156 | |
| MA-Transformer-DDPGModel Type=Multi-Agent Reinforcement Learning, Training Setting=Data-Driven Learning2026.05 | 0.061 | 0.026 | 0.057 | 0.035 | 0.145 | 0.136 | 0.146 | 0.135 | 0.098 | 0.196 | |
| Refined MA-DDPGModel Type=Multi-Agent Reinforcement Learning, Training Setting=Hybrid Learning2026.05 | 0.133 | 0.041 | 0.131 | 0.043 | 0.312 | 0.172 | 0.218 | 0.188 | 0.157 | 0.305 | |
| MA-DDPGModel Type=Multi-Agent Reinforcement Learning, Training Setting=Data-Driven Learning2026.05 | 0.147 | 0.045 | 0.134 | 0.048 | 0.322 | 0.184 | 0.227 | 0.203 | 0.164 | 0.328 | |
| Refined Transformer-DDPGModel Type=Single-Agent Reinforcement Learning, Training Setting=Hybrid Learning2026.05 | 0.249 | 0.075 | 0.229 | 0.085 | 0.363 | 0.386 | 0.431 | 0.324 | 0.257 | 0.505 | |
| Transformer-DDPGModel Type=Single-Agent Reinforcement Learning, Training Setting=Data-Driven Learning2026.05 | 0.264 | 0.079 | 0.233 | 0.086 | 0.383 | 0.387 | 0.434 | 0.346 | 0.271 | 0.542 | |
| Refined DDPGModel Type=Single-Agent Reinforcement Learning, Training Setting=Hybrid Learning2026.05 | 0.557 | 0.306 | 0.731 | 0.182 | 0.914 | 0.961 | 0.599 | 0.622 | 0.623 | 1.273 | |
| DDPGModel Type=Single-Agent Reinforcement Learning, Training Setting=Data-Driven Learning2026.05 | 0.594 | 0.313 | 0.802 | 0.181 | 1.001 | 1.05 | 0.656 | 0.671 | 0.679 | 1.357 |