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Planar Pushing on Real-world planar pushing (train)

0.447RMSEContext-aware Neural ODE Dynamics
0.273641.443822.6143.78418Jun 13, 2026

Evaluation results

MethodLinks
Context-aware Neural ODE DynamicsComputation time (ms)=7.799 ± 0.236, # of (state, action, next state)=355K2026.060.447
RMAComputation time (ms)=0.398 ± 0.069, # of (state, action, next state)=600K2026.060.471
Fixed NODEComputation time (ms)=6.637 ± 0.145, # of (state, action, next state)=348K2026.064.781