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    "story_id": "mp-2026-10-02-007",
    "source_story_id": "tmp-story-gala-avatar-distillation",
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    "section": "media-creative-tools",
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    "headline": "Avatar Animation Lost Three Orders of CPU Cost",
    "slug": "avatar-animation-lost-three-orders-of-cpu-cost",
    "dek": "A shared linear blendshape basis replaced heavy per-frame neural decoding across three avatar systems.",
    "summary": "A shared linear blendshape basis replaced heavy per-frame neural decoding across three avatar systems.",
    "body_text": "GALA distills pretrained Gaussian-avatar animation into a shallow coefficient predictor and a linear blend of identity-independent basis shapes. Block-local PCA under a rendering-aware metric controls fidelity and memory. Across three facial and full-body avatar systems, the authors report up to three orders of magnitude lower CPU animation cost while preserving most rendering quality and reaching as much as 60 frames per second on mobile devices. The claim applies to the evaluated models and held-out identities, not every avatar architecture.",
    "why_it_matters": "A shared linear blendshape basis replaced heavy per-frame neural decoding across three avatar systems.",
    "limitations": [
      "The claim applies to the evaluated models and held-out identities, not every avatar architecture."
    ],
    "importance": 8,
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    "first_published_at": "2026-10-02T09:00:00.000-04:00",
    "modified_at": "2026-10-02T09:00:00.000-04:00",
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        "text": "A shared linear blendshape basis replaced heavy per-frame neural decoding across three avatar systems.",
        "source_ids": [
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        "qualification": "The claim applies to the evaluated models and held-out identities, not every avatar architecture."
      }
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    "source_ids": [
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    "tags": [
      "3D avatars",
      "distillation",
      "real-time graphics"
    ],
    "image_url": null,
    "corrections": []
  },
  "sources": [
    {
      "source_id": "source-2026-10-02-007",
      "title": "arXiv preprint 2610.02207",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2610.02207",
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      "published_at": "2026-10-01T13:59:58.000-04:00",
      "accessed_at": "2026-10-02T08:44:06.000-04:00",
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  "publisher": {
    "name": "The Machine Press",
    "url": "https://themachinepress.com",
    "description": "A daily newspaper for the age of artificial intelligence."
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  "cite_this_report": {
    "title": "Avatar Animation Lost Three Orders of CPU Cost",
    "publisher": "The Machine Press",
    "published_at": "2026-10-02T09:00:00.000-04:00",
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