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Benchmarks
Robotic Target Reaching on Unitree G1 real-robot (n=30) (val)
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0.7
Positional Error (cm)
SAC with Hybrid Constellation Reward
0.6172
1.1761
1.735
2.2939
Jun 14, 2026
Positional Error (cm)
Orientation Error (°)
IK Residual (cm)
Energy Consumption (J)
Duration (s)
Mean Power (W)
Mean Joint Velocity (|q̇|) (rad/s)
Max Joint Velocity (|q̇|) (rad/s)
Mean Torque (|\u03c4|) (N m)
Max Torque (|\u03c4|) (N m)
Steps per Episode
Mean Excursion
Updated 1mo ago
Evaluation Results
Method
Method
Links
Positional Error (cm)
Orientation Error (°)
IK Residual (cm)
Energy Consumption (J)
Duration (s)
Mean Power (W)
Mean Joint Velocity (|q̇|) (rad/s)
Max Joint Velocity (|q̇|) (rad/s)
Mean Torque (|\u03c4|) (N m)
Max Torque (|\u03c4|) (N m)
Steps per Episode
Mean Excursion
SAC with Hybrid Constellation Reward
Statistic=Range
2026.06
0.7
3.79
0.14
11.6
0.1
95
1.2
8.79
2.91
20.9
8
0.05
SAC with Hybrid Constellation Reward
Statistic=Mean ± std
2026.06
2.64
6.92
0.69
71.5
0.545
131.5
1.85
6.26
3.99
15.2
45.2
0.157
SAC with Hybrid Constellation Reward
Statistic=Median
2026.06
2.77
7.16
0.59
54.9
0.374
130.7
1.87
6.28
4.01
15.7
33
0.186
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