logbook.json

{
  "schema_version": 1,
  "title": "Repro - ML-Agent: Reinforcing LLM Agents for Autonomous Machine Learning Engineering",
  "emoji": "🎯",
  "space_id": "binzhango/repro-ml-agent-autonomous-ml-engineering",
  "paper": {
    "arxiv_id": "2505.23723"
  },
  "tags": [
    "icml2026-repro",
    "paper-kcPPWaoegr"
  ],
  "updated_at": "2026-07-16T01:51:25+00:00",
  "root": {
    "slug": "index",
    "title": "Repro - ML-Agent: Reinforcing LLM Agents for Autonomous Machine Learning Engineering",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "source-reproducibility-audit",
        "title": "Source & Reproducibility Audit",
        "file": "pages/source-reproducibility-audit/page.md",
        "children": []
      },
      {
        "slug": "claim-1-7b-ml-agent-vs-larger-agents",
        "title": "Claim 1: 7B ML-Agent vs Larger Agents",
        "file": "pages/claim-1-7b-ml-agent-vs-larger-agents/page.md",
        "children": []
      },
      {
        "slug": "claim-2-nine-task-training-and-generalization",
        "title": "Claim 2: Nine-Task Training and Generalization",
        "file": "pages/claim-2-nine-task-training-and-generalization/page.md",
        "children": []
      },
      {
        "slug": "claim-3-cifar-10-accuracy",
        "title": "Claim 3: CIFAR-10 Accuracy",
        "file": "pages/claim-3-cifar-10-accuracy/page.md",
        "children": []
      },
      {
        "slug": "claim-4-exploration-enriched-idea-selection",
        "title": "Claim 4: Exploration-Enriched Idea Selection",
        "file": "pages/claim-4-exploration-enriched-idea-selection/page.md",
        "children": []
      },
      {
        "slug": "claim-5-ml-specific-reward",
        "title": "Claim 5: ML-Specific Reward",
        "file": "pages/claim-5-ml-specific-reward/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      },
      {
        "slug": "ml-agent-repro-17897-artifacts",
        "title": "ml-agent-repro-17897-artifacts",
        "file": "pages/ml-agent-repro-17897-artifacts/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 4397,
  "revision": "1784166685178793000"
}