Add Core4 MLP G2 25k artifact core4_mlp_current_state_g2_step25000/README.md
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core4_mlp_current_state_g2_step25000/README.md
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# Core4 current-state MLP G2 @ 25k
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DexFlowMLP Stage-2 (action-only L1, no aux). Human Stage-1 init is
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`stage1_step02000.ckpt` (Future Articulated HandFlow + Current Object State).
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Robot data: four Core4 tasks × 10 action-only episodes. Same-set open-loop,
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not held-out SR.
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| Task folder | Open-loop nRMSE41 | body RMSE (rad) | hand MAE | chunk0 body / hand |
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| `bottle_upright_right_crop` | 0.050 | 0.0050 | 2.74 | 0.0059 / 3.15 |
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| `pill_bottle_right_crop` | 0.067 | 0.0059 | 4.16 | 0.0063 / 4.44 |
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| `open_box_lid_both_crop` | 0.054 | 0.0089 | 3.01 | 0.0118 / 3.40 |
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| `realsense_box_into_box_right_crop` | 0.063 | 0.0062 | 3.63 | 0.0073 / 3.86 |
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Each folder: `stage2_step25000.ckpt` + same-run `norm_stats.json`.
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Load with `DexFlowMLPPolicy.from_checkpoint(..., stage="deploy")`.
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Publish the full 30-step chunk; no temporal ensemble.
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