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A Numerical Method for Coupling Parameterized Physics-Informed Neural Networks and FDM for Advanced Thermal-Hydraulic System Simulation

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Not build-ready: A Numerical Method for Coupling Parameterized Physics-Informed Neural Networks and FDM for Advanced Thermal-Hydraulic System Simulation

/buildability/a-numerical-method-for-coupling-parameterized-physics-informed-neural-networks-and-fdm-for-advanced-thermal-hydraulic-sy

Ignoreblocked

Subject: A Numerical Method for Coupling Parameterized Physics-Informed Neural Networks and FDM for Advanced Thermal-Hydraulic System Simulation

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

Time to first demo

Insufficient data

No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.

Compute envelope

Structured compute envelope

Insufficient data

No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.

Evidence ids

Receipt path

/buildability/a-numerical-method-for-coupling-parameterized-physics-informed-neural-networks-and-fdm-for-advanced-thermal-hydraulic-sy

Paper ref

a-numerical-method-for-coupling-parameterized-physics-informed-neural-networks-and-fdm-for-advanced-thermal-hydraulic-sy

arXiv id

2604.02663

Freshness

Generated at

2026-04-06T20:16:59.808Z

Evidence freshness

fresh

Last verification

2026-04-06T20:16:59.808Z

Sources

0

References

0

Coverage

0%

Hash state

Lineage hash

015a5436a023556c0c0d83afc3153bf8d02fd052d3ebdddfeee1259411f03047

Canonical opportunity-kernel lineage hash.

Signature state

External signature

unsigned_external

No founder, registry, pilot, or production-adoption signature is attached to this receipt.

Verification

not_verified

Verification is blocked until an external signature is provided.

Blockers

  • Missing: paper_evidence_receipts.references_count
  • Missing: paper_evidence_receipts.coverage
  • Unknown: Canonical evidence receipt has not been materialized yet.

Some score or evidence fields are outside the preferred freshness window.

paper_evidence_receipts.references_count

paper_evidence_receipts.coverage

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.

Truth Boundary

External gate remains unresolved for live deployment claims.

Buildability surfaces only report computed viability and proof receipts. They do not claim live production usage, pilot outcomes, founder sign-off, or external adoption unless explicitly sourced.