{
  "schema_version": 1,
  "title": "Repro - Skip a Layer or Loop It? Learning Program-of-Layers in LLMs",
  "emoji": "\ud83d\udd2c",
  "space_id": "bertfil/pl10b6EQAN",
  "paper": {
    "arxiv_id": "2606.06574",
    "openreview_id": "pl10b6EQAN",
    "title": "Skip a Layer or Loop It? Learning Program-of-Layers in LLMs",
    "url": "https://arxiv.org/abs/2606.06574"
  },
  "tags": [
    "icml2026-repro",
    "paper-pl10b6EQAN"
  ],
  "updated_at": "2026-07-20T03:52:39+00:00",
  "root": {
    "slug": "index",
    "title": "Repro - Skip a Layer or Loop It? Learning Program-of-Layers in LLMs",
    "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-program-of-layers-executes-input-specific-layer-pr",
        "title": "Claim 1 - Program-of-Layers executes input-specific layer programs tha\u2026",
        "file": "pages/claim-1-program-of-layers-executes-input-specific-layer-pr/page.md",
        "children": []
      },
      {
        "slug": "claim-2-mcts-discovered-execution-programs-improve-dart-ma",
        "title": "Claim 2 - MCTS-discovered execution programs improve DART-Math accurac\u2026",
        "file": "pages/claim-2-mcts-discovered-execution-programs-improve-dart-ma/page.md",
        "children": []
      },
      {
        "slug": "claim-3-polar-trains-an-end-to-end-network-to-predict-exec",
        "title": "Claim 3 - PoLar trains an end-to-end network to predict execution prog\u2026",
        "file": "pages/claim-3-polar-trains-an-end-to-end-network-to-predict-exec/page.md",
        "children": []
      },
      {
        "slug": "claim-4-on-llama-3-2-3b-instruct-polar-improves-pass-k-ove",
        "title": "Claim 4 - On LLaMA-3.2-3B-Instruct, PoLar improves pass@k over standar\u2026",
        "file": "pages/claim-4-on-llama-3-2-3b-instruct-polar-improves-pass-k-ove/page.md",
        "children": []
      },
      {
        "slug": "claim-5-polar-reports-out-of-distribution-pass-1-gains-on",
        "title": "Claim 5 - PoLar reports out-of-distribution pass@1 gains on Qwen1.5-Mo\u2026",
        "file": "pages/claim-5-polar-reports-out-of-distribution-pass-1-gains-on/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": 8534,
  "revision": "1784519559374805300"
}