STRUCTURAL DESIGN · MACHINE LEARNING · AUDITED

JIS 制約付き鋼断面候補生成

JIS-Constrained Steel-Section Candidate Generation

Conditional WGAN-GP の卒業研究を復元し、制約損失・投影・best-of-K を監査した再現候補。

Audit report Material errata Reproduce

01

現在の状態 / Status

5 / 5mathematical tests pass
0.0legal-row loss and gradient
1.0post-projection tuple compliance
2 epochsprivate-data execution smoke passed

These are execution and invariant checks, not a thesis-performance reproduction.

02

修正版の流れ / Corrected flow

1

Generate

Five conditions + latent vector → 96-dimensional candidates.

→
2

Measure

Range-normalized distance to complete beam and column rows.

→
3

Select

Best-of-K by target-independent projection distance.

→
4

Project

Return a legal table row and report the projection guarantee separately.

03

評価の境界 / Evaluation boundary

Public and verified

  • Corrected source and tests
  • Synthetic fixture
  • Sanitized notebook
  • Machine-readable smoke records

Private or unresolved

  • Research dataset and object IDs
  • Standard-derived table values
  • Raw notebooks and checkpoints
  • Unqualified historical performance claims

04

論文 / Thesis

The submitted thesis remains a historical document. Its privacy-redacted candidate is released only through the publication note, with the 2026 errata kept visible.

Read the thesis publication note →