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PrismaX publishes π0.5 fine-tuning ablations and open-sources yamulator simulator

1 article1 sourcesince Oct 19Last article

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PrismaX, through its Castorhat account, published fine-tuning ablations behind its IROS 2026 π0.5 demo, based on 668 YAM pick-and-place episodes (about 10 hours).

In a custom MuJoCo-based simulator, hard lighting cut the expert-only π0.5 checkpoint's success roughly in half, while the full fine-tune was unaffected. LoRA and full fine-tuning performed similarly on the pick-and-place task.

The simulator is open source under the name yamulator.

Written by AI from the articles below · updated Oct 20, 12:20 AM ET

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Oct 19
  1. PrismaXX
    π0.5 fine-tuning ablations show hard lighting halves expert-only checkpoint success

    AICastorhat published fine-tuning ablations behind its IROS 2026 π0.5 demo, using 668 YAM pick-and-place episodes (about 10 hours). In a custom MuJoCo-based simulator, hard lighting cut the expert-only π0.5 checkpoint's success roughly in half, while the full fine-tune was unaffected. LoRA and full fine-tuning performed similarly on the pick-and-place task.

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