Research reproduction audit
Research reproduction audit
A captured research-agent run that builds and tests an auditor for a physics-informed model reproduction packet.
Complete recorded action sequence. Tool inputs and outputs are summarized; identifying details are removed.
Audit a one-dimensional convection PINN reproduction packet. Recompute the evidence from samples and distinguish a valid reproduction from fabricated metrics, a boundary mismatch, an unsatisfied residual, missing curvature gain, or insufficient final accuracy.
Inspect the benchmark packet
Inspect the provided repository and the public benchmark specification.
The task defines a one-dimensional convection PINN reproduction with a reference PDE, initial condition, periodic boundary, and analytical solution. The working tree contains the model, PDE, reproduction script, requirements, and rubric materials.