{
  "schema_version": 1,
  "title": "Repro: Mesh Based Simulations with Spatial and Temporal awareness",
  "emoji": "🎯",
  "space_id": "Sor0ush/ICML2026-graphphysics",
  "paper": {
    "arxiv_id": "2605.01542"
  },
  "tags": [
    "icml2026-repro",
    "paper-R8wiI3AnfI"
  ],
  "updated_at": "2026-07-16T06:03:33+00:00",
  "root": {
    "slug": "index",
    "title": "Repro: Mesh Based Simulations with Spatial and Temporal awareness",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "claim-1-multi-node-prediction-mnp-objective",
        "title": "Claim 1: Multi Node Prediction (MNP) objective",
        "file": "pages/claim-1-multi-node-prediction-mnp-objective/page.md",
        "children": []
      },
      {
        "slug": "claim-2-theorem-b-2-on-discrete-gradient-error",
        "title": "Claim 2: Theorem B.2 on discrete gradient error",
        "file": "pages/claim-2-theorem-b-2-on-discrete-gradient-error/page.md",
        "children": []
      },
      {
        "slug": "claim-3-mnp-evaluated-on-three-architectures",
        "title": "Claim 3: MNP evaluated on three architectures",
        "file": "pages/claim-3-mnp-evaluated-on-three-architectures/page.md",
        "children": []
      },
      {
        "slug": "claim-4-evaluation-uses-four-physics-datasets",
        "title": "Claim 4: Evaluation uses four physics datasets",
        "file": "pages/claim-4-evaluation-uses-four-physics-datasets/page.md",
        "children": []
      },
      {
        "slug": "claim-5-mnp-yields-20-30-reductions-in-1-step-rmse",
        "title": "Claim 5: MNP yields 20-30% reductions in 1-step RMSE",
        "file": "pages/claim-5-mnp-yields-20-30-reductions-in-1-step-rmse/page.md",
        "children": []
      },
      {
        "slug": "claim-6-improvements-scale-with-model-size-and-epochs",
        "title": "Claim 6: Improvements scale with model size and epochs",
        "file": "pages/claim-6-improvements-scale-with-model-size-and-epochs/page.md",
        "children": []
      },
      {
        "slug": "claim-6-scalability",
        "title": "Claim 6: Scalability",
        "file": "pages/claim-6-scalability/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 4347,
  "revision": "1784181813972085218"
}