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Add clean voxel arm F3+realism EMA 70k

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  1. 07_clean_voxel_f3r/README.md +15 -0
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+ # Clean voxel arm: F3 + realism, EMA at step 70000
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+ `ema_070000.pt` - best voxel arm of the clean line (outputs/clean/f3r_main/ema_070000.pt).
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+ - Data: official RE10K train only, online VGGT-Omega teacher (vggt_omega_1b_512), fresh 11-frame clip per visit.
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+ - Start: 3D-Belief trunk, decoder warm start retrained on RE10K train (free_completion_20260927 ray/step002000), fresh voxel head.
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+ - Recipe: F3 + realism (--voxel-head new --voxel-fuser --voxel-gen-realism --stream-p 0.3 --voxel-stream), 8 H100 x 1 clip,
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+ warmup-stable-decay lr held constant (70k is the constant-lr snapshot; a 74k->82k cooldown gave no gain). Seed 1.
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+ - Full command: command.json. Code: branch clean-re10k-online-teacher (commit f1252bf at upload; merge f1252bf).
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+ - Held-out (40 clean RE10K episodes, unified 4, blind, T=1.0, voxel memory rule, cuda renderer): eval_summary_40ep.json.
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+ Visible LPIPS W1/W3 0.211/0.206, revisit-A PSNR after W3 25.15 dB, reveal LPIPS W2 0.213, whole KID 0.0011,
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+ patch KID occluded/out-of-view 0.122/0.049.
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+ - Load as an evaluate_stream_amodal.py --snapshot (dict with 'ema', 'step', 'args').
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+ sha256 ema_070000.pt: 8a933eff05bbda72c17383b48fbeb917fb1b470cc115a419a505522166762015