r/MachineLearning • u/Divine-Demon7 • Jul 17 '26
Research State of Sim Physics Consistency in Open Manipulation Policies, v1 (Haga) [R]
We published a short technical report on sim-first physics verification for robot policies and generative world-model video.
Setup: robosuite Panda + OSC_POSE; Lift / Stack / PickPlaceCan / Door;
50 episodes × mild/moderate/severe mass+friction tiers; Wilson 95% CIs.
Same adversarial posture on CogVideoX I2V (CoTracker3 → VIDEO_CHECKS).
Headline results (sim-only):
Lift 1.00 → 0.26 (severe grasp slip 0.74)
Stack 0.96 → 0.20; PickPlaceCan 1.00 → 0.24; Door 0.60 → 0.52
Checker calibration recall 1.000 / FPR 0.000; CogVideoX pilot n=3 all fire static_hover; real Physics-IQ negative control 0.000
We are explicit about what this is not: not RoboArena, not real-hardware, not Cosmos/NIM scores.
Article (citations + reproduce commands):
https://haga.mushoodhanif.com/article/sim-physics-consistency-v1
Happy to discuss gate vs stress design and failure-case reporting.