{
  "schema_version": 1,
  "title": "Repro - Flat Minima and Generalization: Insights from Stochastic Convex Optimization",
  "emoji": "🎯",
  "space_id": "amkkk/flat-minima-generalization-repro",
  "paper": {
    "arxiv_id": "2511.03548",
    "openreview": "u6zp8zZ8Ou"
  },
  "tags": [
    "icml2026-repro",
    "paper-u6zp8zZ8Ou"
  ],
  "updated_at": "2026-07-18T23:14:01+00:00",
  "root": {
    "slug": "index",
    "title": "Repro - Flat Minima and Generalization: Insights from Stochastic Convex Optimization",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "claim-1-flat-erm-generalizes-poorly-theorem-1",
        "title": "Claim 1: Flat ERM generalizes poorly (Theorem 1)",
        "file": "pages/claim-1-flat-erm-generalizes-poorly-theorem-1/page.md",
        "children": []
      },
      {
        "slug": "claim-2-sa-gd-converges-flat-but-generalizes-poorly-theorems-2-3",
        "title": "Claim 2: SA-GD converges flat but generalizes poorly (Theorems 2-3)",
        "file": "pages/claim-2-sa-gd-converges-flat-but-generalizes-poorly-theorems-2-3/page.md",
        "children": []
      },
      {
        "slug": "claim-3-sam-may-converge-sharp-and-generalize-poorly-theorems-4-5",
        "title": "Claim 3: SAM may converge sharp and generalize poorly (Theorems 4-5)",
        "file": "pages/claim-3-sam-may-converge-sharp-and-generalize-poorly-theorems-4-5/page.md",
        "children": []
      },
      {
        "slug": "claim-4-sam-lower-and-upper-bounds-under-realizability-theorems-6-8",
        "title": "Claim 4: SAM lower and upper bounds under realizability (Theorems 6,8)",
        "file": "pages/claim-4-sam-lower-and-upper-bounds-under-realizability-theorems-6-8/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 1331,
  "revision": "1784416441057560200"
}