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-v2",
  "paper": {
    "arxiv_id": "2505.23723"
  },
  "tags": [
    "icml2026-repro",
    "paper-kcPPWaoegr",
    "independent-execution"
  ],
  "updated_at": "2026-07-18T01:59:27+00:00",
  "root": {
    "slug": "index",
    "title": "Repro - ML-Agent: Reinforcing LLM Agents for Autonomous Machine Learning Engineering",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "reproduction-contract-and-release-audit",
        "title": "Reproduction Contract and Release Audit",
        "file": "pages/reproduction-contract-and-release-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-held-out-generalization",
        "title": "Claim 2: Nine-Task Training and Held-Out Generalization",
        "file": "pages/claim-2-nine-task-training-and-held-out-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-behaviorally-distant-exploration",
        "title": "Claim 4: Behaviorally Distant Exploration",
        "file": "pages/claim-4-behaviorally-distant-exploration/page.md",
        "children": []
      },
      {
        "slug": "claim-5-ml-specific-reward-branches",
        "title": "Claim 5: ML-Specific Reward Branches",
        "file": "pages/claim-5-ml-specific-reward-branches/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      },
      {
        "slug": "ml-agent-repro-17897-v2-artifacts",
        "title": "ml-agent-repro-17897-v2-artifacts",
        "file": "pages/ml-agent-repro-17897-v2-artifacts/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 7331,
  "revision": "1784339967578907000"
}