{
  "schema_version": 1,
  "title": "Repro - Focus and Dilution: The Multi-stage Learning Process of Attention",
  "emoji": "\ud83d\udd2c",
  "space_id": "bertfil/LF4YsCYfrf",
  "paper": {
    "arxiv_id": "2605.01199",
    "openreview_id": "LF4YsCYfrf",
    "title": "Focus and Dilution: The Multi-stage Learning Process of Attention",
    "url": "https://arxiv.org/abs/2605.01199"
  },
  "tags": [
    "icml2026-repro",
    "paper-LF4YsCYfrf"
  ],
  "updated_at": "2026-07-20T03:52:34+00:00",
  "root": {
    "slug": "index",
    "title": "Repro - Focus and Dilution: The Multi-stage Learning Process of Attention",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "00-scored-evidence-summary",
        "title": "00 - Scored evidence summary",
        "file": "pages/00-scored-evidence-summary/page.md",
        "children": []
      },
      {
        "slug": "claim-1-a-single-focus-dilution-cycle-in-one-layer-attenti",
        "title": "Claim 1 - A single focus-dilution cycle in one-layer attention trainin\u2026",
        "file": "pages/claim-1-a-single-focus-dilution-cycle-in-one-layer-attenti/page.md",
        "children": []
      },
      {
        "slug": "claim-2-lemma-3-1-establishes-the-linearized-dynamics-near",
        "title": "Claim 2 - Lemma 3.1 establishes the linearized dynamics near the first\u2026",
        "file": "pages/claim-2-lemma-3-1-establishes-the-linearized-dynamics-near/page.md",
        "children": []
      },
      {
        "slug": "claim-3-synthetic-experiments-on-markovian-data-with-contr",
        "title": "Claim 3 - Synthetic experiments on Markovian data with controlled stat\u2026",
        "file": "pages/claim-3-synthetic-experiments-on-markovian-data-with-contr/page.md",
        "children": []
      },
      {
        "slug": "claim-4-the-predicted-focus-dilution-cycle-and-cyclical-lo",
        "title": "Claim 4 - The predicted focus-dilution cycle and cyclical loss pattern\u2026",
        "file": "pages/claim-4-the-predicted-focus-dilution-cycle-and-cyclical-lo/page.md",
        "children": []
      },
      {
        "slug": "claim-5-figure-1-depicts-the-markovian-problem-setup-and-s",
        "title": "Claim 5 - Figure 1 depicts the Markovian problem setup and shows chara\u2026",
        "file": "pages/claim-5-figure-1-depicts-the-markovian-problem-setup-and-s/page.md",
        "children": []
      },
      {
        "slug": "reproduction-protocol-and-provenance",
        "title": "Reproduction protocol and provenance",
        "file": "pages/reproduction-protocol-and-provenance/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 13322,
  "revision": "1784519554178794900"
}