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CCIL's Robustness to Lipschitz Constraint
Simulation Experiments
-
Mujoco and Metaworld
-
-
+
F1Tenth
+
+
+
+
+
+
+
+
- |
- Mujoco |
- Metaworld |
-
-
- |
- Hopper |
- Walker |
- Ant |
- Halfcheetah |
- CoffeePull |
- ButtonPress |
- CoffeePush |
- DrawerClose |
+ Method |
+ Success Rate |
+ Avg. Score |
Expert |
- 3234.30 |
- 4592.30 |
- 3879.70 |
- 12135.00 |
- 4409.95 |
- 3895.82 |
- 4488.29 |
- 4329.34 |
+ 100.0% |
+ 1.00 |
BC |
- 1983.98 ± 672.66 |
- 1922.55 ± 1410.09 |
- 2965.20 ± 202.71 |
- 1798.98 ± 791.89 |
- 3552.59 ± 233.41 |
- 3693.02 ± 104.99 |
- 1288.19 ± 746.37 |
- 3247.06 ± 468.73 |
+ 31.9% |
+ 0.58 ± 0.25 |
MOReL |
- 152.19 ± 34.12 |
- 70.27 ± 3.59 |
- 1000.77 ± 15.21 |
- -2.24 ± 0.02 |
- 18.78 ± 0.09 |
- 14.85 ± 17.08 |
- 18.66 ± 0.02 |
- 1222.23 ± 1241.47 |
+ 0.0% |
+ 0.001 ± 0.001 |
MILO |
- 566.98 ± 100.32 |
- 526.72 ± 127.99 |
- 1006.53 ± 160.43 |
- 151.08 ± 117.06 |
- 232.49 ± 110.44 |
- 986.46 ± 105.79 |
- 230.62 ± 19.37 |
- 4621.11 ± 39.68 |
+ 0.0% |
+ 0.21 ± 0.003 |
NoiseBC |
- 1563.56 ± 1012.02 |
- 2893.21 ± 1076.89 |
- 3776.65 ± 442.13 |
- 2044.24 ± 291.59 |
- 3072.86 ± 785.91 |
- 3663.44 ± 63.10 |
- 2551.11 ± 857.79 |
- 4226.71 ± 18.90 |
+ 39.3% |
+ 0.62 ± 0.28 |
CCIL |
- 2631.25 ± 303.86 |
- 3538.48 ± 573.23 |
- 3338.35 ± 474.17 |
- 8893.81 ± 472.70 |
- 4168.46 ± 192.98 |
- 3775.22 ±91.24 |
- 2484.19 ± 976.03 |
- 4145.45 ± 76.23 |
+ 56.4% |
+ 0.75 ± 0.25 |
@@ -605,56 +564,98 @@
Drone
-
F1Tenth
-
-
-
-
-
-
-
-
+
Mujoco and Metaworld
+
+
- Method |
- Success Rate |
- Avg. Score |
+ |
+ Mujoco |
+ Metaworld |
+
+
+ |
+ Hopper |
+ Walker |
+ Ant |
+ Halfcheetah |
+ CoffeePull |
+ ButtonPress |
+ CoffeePush |
+ DrawerClose |
Expert |
- 100.0% |
- 1.00 |
+ 3234.30 |
+ 4592.30 |
+ 3879.70 |
+ 12135.00 |
+ 4409.95 |
+ 3895.82 |
+ 4488.29 |
+ 4329.34 |
BC |
- 31.9% |
- 0.58 ± 0.25 |
+ 1983.98 ± 672.66 |
+ 1922.55 ± 1410.09 |
+ 2965.20 ± 202.71 |
+ 1798.98 ± 791.89 |
+ 3552.59 ± 233.41 |
+ 3693.02 ± 104.99 |
+ 1288.19 ± 746.37 |
+ 3247.06 ± 468.73 |
MOReL |
- 0.0% |
- 0.001 ± 0.001 |
+ 152.19 ± 34.12 |
+ 70.27 ± 3.59 |
+ 1000.77 ± 15.21 |
+ -2.24 ± 0.02 |
+ 18.78 ± 0.09 |
+ 14.85 ± 17.08 |
+ 18.66 ± 0.02 |
+ 1222.23 ± 1241.47 |
MILO |
- 0.0% |
- 0.21 ± 0.003 |
+ 566.98 ± 100.32 |
+ 526.72 ± 127.99 |
+ 1006.53 ± 160.43 |
+ 151.08 ± 117.06 |
+ 232.49 ± 110.44 |
+ 986.46 ± 105.79 |
+ 230.62 ± 19.37 |
+ 4621.11 ± 39.68 |
NoiseBC |
- 39.3% |
- 0.62 ± 0.28 |
+ 1563.56 ± 1012.02 |
+ 2893.21 ± 1076.89 |
+ 3776.65 ± 442.13 |
+ 2044.24 ± 291.59 |
+ 3072.86 ± 785.91 |
+ 3663.44 ± 63.10 |
+ 2551.11 ± 857.79 |
+ 4226.71 ± 18.90 |
CCIL |
- 56.4% |
- 0.75 ± 0.25 |
+ 2631.25 ± 303.86 |
+ 3538.48 ± 573.23 |
+ 3338.35 ± 474.17 |
+ 8893.81 ± 472.70 |
+ 4168.46 ± 192.98 |
+ 3775.22 ±91.24 |
+ 2484.19 ± 976.03 |
+ 4145.45 ± 76.23 |
+