Reversible-Flow-Adaptation
Collection
Test-Time Adaptation for robotic control using Rectified Flows. • 8 items • Updated • 1
seed int32 1 42 | step int32 0 614k | joint_torques listlengths 7 7 |
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] |
1 | 85 | [
1.357959270477295,
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1.4532275199890137,
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7.408506393432617,
6.78203010559082
] |
1 | 86 | [
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1.2388323545455933,
8.95053768157959,
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1 | 87 | [
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1.4323639869689941,
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1 | 88 | [
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1.4923750162124634,
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1 | 89 | [
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1.4129703044891357,
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8.209464073181152,
6.6746134757995605
] |
1 | 90 | [
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1.8450757265090942,
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1 | 91 | [
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0.24182550609111786,
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1 | 92 | [
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5.393239498138428,
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] |
1 | 93 | [
-1.7583246231079102,
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0.5172932147979736,
6.942278861999512,
4.508388996124268
] |
1 | 94 | [
0.06159214302897453,
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1.181640625,
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8.756113052368164,
6.875911712646484
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1 | 95 | [
-1.7549662590026855,
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0.7756351232528687,
7.670431137084961,
4.448018550872803
] |
1 | 96 | [
0.0656495913863182,
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1.1584258079528809,
-1.950228214263916,
-1.1857542991638184,
6.196979999542236,
6.819342136383057
] |
1 | 97 | [
-1.7502028942108154,
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-0.5269493460655212,
-3.0187721252441406,
0.9573333263397217,
8.072787284851074,
4.393558025360107
] |
1 | 98 | [
0.06810277700424194,
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1.1306531429290771,
-4.272735595703125,
-0.9336774349212646,
6.928862571716309,
6.759894371032715
] |
1 | 99 | [
-1.6896673440933228,
-1.0112580060958862,
-0.5458908081054688,
-2.2377405166625977,
1.135140299797058,
8.470864295959473,
4.340004920959473
] |
This dataset contains Proportional-Derivative (PD) corrective joint torques generated during Test-Time Adaptation (TTA) simulations for the Panda environment using the domain_randomization policy. The dataset is structured for use in downstream machine learning workflows (such as training secondary diffusion or flow-matching models).
The continuous joint_torques have been standardized globally to zero-mean and unit-variance across all seeds.
To un-normalize the data back to raw physical torque values, use the following constants:
[-0.0005189143703319132, -0.0235579926520586, 0.003010569140315056, -0.058866918087005615, 0.0021719697397202253, 0.03679513931274414, 0.018202990293502808][0.46804776787757874, 0.44556131958961487, 0.6080793142318726, 0.7006511092185974, 0.15711797773838043, 0.1949518918991089, 0.12275472283363342]from datasets import load_dataset
dataset = load_dataset("elprofesoriqo/panda_domain_randomization")