RyeCatcher's picture
Update logbook: Reproduction: Provably Data-driven Multiple Hyper-parameter Tuning with Structured Loss Function
a74de38 verified
|
Raw
History Blame Contribute Delete
1.47 kB
# Executive summary
---
<!-- trackio-cell
{"type": "markdown", "id": "cell_432cce27ff2d", "created_at": "2026-07-27T02:55:55+00:00", "title": "Executive summary", "pinned": true, "pinned_at": "2026-07-27T02:55:55+00:00"}
-->
We audited all 6 anchored theoretical claims with a standalone, self-contained NumPy/SciPy instrument. Outcome: **0 verified, 6 toy, 0 inconclusive.** All audits run on small controlled instances — no GPU, no training, on CPU only. Each claim page carries its pre-registered pass criterion, any protocol delta, the measured numbers, and the negative control where one was run. Claims whose criterion could not discriminate are labelled `toy` and say so on the page, rather than being reported as verified; where the anchored wording exceeds what the paper text supports, we say that plainly rather than overclaim.
## Scope & cost
| Item | Value |
| --- | --- |
| GPU / compute | None. Pure NumPy/SciPy, CPU only |
| Wall time | CPU-only; not separately timed |
| Feasibility | High. Self-contained audit.py, deps NumPy/SciPy |
---
<!-- trackio-cell
{"type": "figure", "id": "cell_cc28be3f96a9", "created_at": "2026-07-27T02:55:55+00:00", "title": "Reproduction poster (poster_embed.html)", "pinned": true, "pinned_at": "2026-07-27T02:55:55+00:00"}
-->
````html
<p>Build a reproduction poster with <a href="https://github.com/Chenruishuo/posterly">Chenruishuo/posterly</a> and replace this cell with <code>poster_embed.html</code>.</p>
````