| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Trajectory Optimization | quadrotor | Mean Execution Time (s)0.0028 | 10 | |
| Path tracking | Quadrotor spatially dissipating wind with random noise | RMSE (m)0.03 | 9 | |
| Goal reaching | Quadrotor spatially dissipating wind with random noise | RMSE (m)0.012 | 9 | |
| Path tracking | Quadrotor time-varying winds | RMSE (m)0.036 | 9 | |
| Goal reaching | Quadrotor time-varying winds | RMSE (m)0.01 | 9 | |
| Trajectory Optimization | Quadrotor nx=12, nu=4, Tmpc=70 All Trajectories | Success Rate (%)95.6 | 7 | |
| Trajectory Optimization | Quadrotor (nx=12, nu=4, Tmpc=70) Feasible Trajectories | Success Rate91.3 | 7 | |
| Trajectory Optimization | Quadrotor (nx=12, nu=4, Tmpc=50) All Trajectories | Success Rate89.4 | 7 | |
| Trajectory Optimization | Quadrotor (nx=12, nu=4, Tmpc=50) Feasible Trajectories | Success Rate83.1 | 7 | |
| Optimal Control | Quadrotor 3D | Final Cost7.38 | 7 | |
| Tracking | Quadrotor Small Disturbance | Positional Error (m)0.042 | 6 | |
| Hovering | Quadrotor (Large Disturbance) | Positional Error (m)0.036 | 6 | |
| Hovering | Quadrotor (Small Disturbance) | Positional Error (m)0.008 | 6 | |
| Reinforcement Learning | Quadrotor | Episode Steps (Mean)127,680 | 6 | |
| Safety Verification | Quadrotor 4D + 2D obstacle | Alpha5.1 | 6 | |
| Tracking | Quadrotor (Large Disturbance) | Positional Error (m)0.064 | 5 | |
| Control | Quadrotor | MSI0.29 | 4 | |
| Trajectory Estimation | Quadrotor Traj. 15 (test) | Positional Error (N)0.496 | 4 | |
| Trajectory Estimation | Quadrotor Traj. 12 (test) | Positional Error (North)2.226 | 4 | |
| Trajectory Estimation | Quadrotor Traj. 2 (val) | Positional Error (North)2.533 | 4 | |
| Safe perception-based control | Quadrotor | Success Rate100 | 3 | |
| Trajectory Tracking | Quadrotor Triangle | Average Computation Time2.417 | 2 | |
| Trajectory Tracking | Quadrotor Sawtooth | Average Computation Time2.507 | 2 | |
| Trajectory Tracking | Quadrotor Circle C | Average Computation Time2.454 | 2 | |
| Trajectory Tracking | Quadrotor Helix B | Average Computation Time2.471 | 2 |