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    "story_id": "mp-2026-08-12-010",
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    "headline": "The Image Survived When One Packet in Five Did Not",
    "slug": "the-image-survived-when-one-packet-in-five-did-not",
    "dek": "A learned codec dispersed information across packets and shortened decoding dependencies to contain loss.",
    "summary": "A learned codec dispersed information across packets and shortened decoding dependencies to contain loss.",
    "body_text": "The scheme redistributes channel energy before packetization, interleaves channel groups and uses a two-layer dual-branch autoregressive decoder to reduce cascading failure. At 20 percent packet loss, the authors report a 1.84-decibel average PSNR gain over LossResilientLIC and a tenfold reduction in PSNR variance. Training used random loss, while tests also included bursty loss intended to resemble satellite and emergency links.",
    "why_it_matters": "A learned codec dispersed information across packets and shortened decoding dependencies to contain loss.",
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    "tags": [
      "image compression",
      "packet loss",
      "communications"
    ],
    "image_url": null,
    "corrections": []
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  "sources": [
    {
      "source_id": "source-2026-08-12-010",
      "title": "arXiv preprint 2608.11096",
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      "published_at": "2026-08-11T12:01:03.000-04:00",
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    "name": "The Machine Press",
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    "title": "The Image Survived When One Packet in Five Did Not",
    "publisher": "The Machine Press",
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