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PINNs Are Mesh-Free, Not Cost-Free

A lifecycle-accounting note on physics-informed neural networks, solver baselines, and the hidden cost of pretending inference time is the whole workflow.

PINNscomputational mechanicsmachine learningworkflows
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Opinion

PINNs Are Mesh-Free, Not Cost-Free

June 27, 2026

A lifecycle-accounting note on physics-informed neural networks, solver baselines, and the hidden cost of pretending inference time is the whole workflow.

PINNscomputational mechanicsmachine learningworkflows