Min Seop Kwak
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126
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ML×1AI×1Vision×1Numerical Analysis×1
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2026
Error-Conditioned Neural Solvers
This paper proposes Error-conditioned Neural Solvers (ENS) for neural surrogate models to iteratively correct predictions by using the PDE residual field as input, achieving higher accuracy than optimization-based methods.
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cs.LGcs.AIcs.CVEmpiricalRecentJun 25, 2026
Error-Conditioned Neural Solvers
Haina Jiang, Liam Wang, Peng-Chen Chen, Min Seop Kwak +3 more
This paper proposes Error-conditioned Neural Solvers (ENS) for neural surrogate models to iteratively correct predictions by using the PDE residual field as input, achieving higher accuracy than optim…
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