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    "headline": "The Simulator Needed the Future Control as an Input",
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    "dek": "STCO conditions neural operators on prescribed motion, inflow and force fields at the target time.",
    "summary": "STCO conditions neural operators on prescribed motion, inflow and force fields at the target time.",
    "body_text": "Across twelve matched neural-operator backbones and an immersed-boundary fluid benchmark, the added interface reduced relative field error by a mean 31.1 percent and normalized load error by 24.7 percent. The study treats a control input as part of the query rather than asking past state alone to imply a future intervention.",
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      "title": "arXiv preprint 2608.20477",
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