{
  "schema_version": 1,
  "title": "Reproduction: Clipping Makes Distributed and Federated Asynchronous SGD Robust to Stragglers",
  "emoji": "🎯",
  "space_id": "SabaPivot/repro-clipped-asgd",
  "paper": {
    "arxiv_id": "2606.13287"
  },
  "tags": [
    "icml2026-repro",
    "paper-AmgjQp4vrr"
  ],
  "updated_at": "2026-07-21T12:14:00+00:00",
  "root": {
    "slug": "index",
    "title": "Reproduction: Clipping Makes Distributed and Federated Asynchronous SGD Robust to Stragglers",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "executive-summary",
        "title": "Executive summary",
        "file": "pages/executive-summary/page.md",
        "children": []
      },
      {
        "slug": "claim-1-homogeneous-oracle-complexity-thm-4-2",
        "title": "Claim 1: Homogeneous oracle complexity (Theorem 4.2)",
        "file": "pages/claim-1-homogeneous-oracle-complexity-thm-4-2/page.md",
        "children": []
      },
      {
        "slug": "claim-2-heterogeneous-oracle-complexity-thm-5-1",
        "title": "Claim 2: Heterogeneous oracle complexity (Theorem 5.1)",
        "file": "pages/claim-2-heterogeneous-oracle-complexity-thm-5-1/page.md",
        "children": []
      },
      {
        "slug": "claim-3-high-probability-guarantees-thm-4-3-5-2",
        "title": "Claim 3: High-probability guarantees (Theorems 4.3 and 5.2)",
        "file": "pages/claim-3-high-probability-guarantees-thm-4-3-5-2/page.md",
        "children": []
      },
      {
        "slug": "claim-4-sub-weibull-noise-and-theta-fit-fig-1",
        "title": "Claim 4: Sub-Weibull noise and the fitted theta=2.71 (Figure 1)",
        "file": "pages/claim-4-sub-weibull-noise-and-theta-fit-fig-1/page.md",
        "children": []
      },
      {
        "slug": "claim-5-wall-clock-speedup-on-cifar-10-and-shakespeare-fig-2-3",
        "title": "Claim 5: CIFAR-10 and Shakespeare wall-clock speedups (Figures 2–3)",
        "file": "pages/claim-5-wall-clock-speedup-on-cifar-10-and-shakespeare-fig-2-3/page.md",
        "children": []
      },
      {
        "slug": "claim-6-label-skew-heterogeneity-speedup-fig-4",
        "title": "Claim 6: Label-skew heterogeneity speedup (Figure 4)",
        "file": "pages/claim-6-label-skew-heterogeneity-speedup-fig-4/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 1577,
  "revision": "1784636040733300860"
}