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"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"
} |