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SkewFit.md

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Skew-Fit

Requires multiworld to be installed:

pip install git+https://github.com/vitchyr/multiworld.git@f711cdb

Implementation of Skew-Fit. For more information:

To reproduce the results, use these library versions as the performance seems to depend on the library version:

  • multiworld: f711cdb (git hash)
  • python: 3.5.2
  • torch: 0.4.1.post2
  • mujoco_py: 1.50.1.59
  • gym: 0.10.5

Here are the results you should expect from each script. These plots are generated with viskit with smoothing on.

Note that RIG is a special-case of Skew-Fit with power=0.

examples/skewfit/sawyer_door.py. 1 Seed: Skew-Fit Sawyer Door results

examples/skewfit/sawyer_pickup.py. 3 Seeds: Skew-Fit Sawyer Pickup results

examples/skewfit/sawyer_pusher.py. 9 Seeds: Skew-Fit Sawyer Pusher results