skglm-perspective-certificates

Task gallery / Data processing / data science / Version 1

Reference solution (oracle): Unverified
No-op resistance check: Unverified
QA verdict: Not recorded
Aggregate eligibility: Eligible version

The task

Add the finite-bound perspective relaxation for cardinality-constrained GLMs to the skglm checkout at /repo. We need efficient exact proximal operations, global certificates for the original sparse GLM, and usable relaxation certificates, including when a relaxation solve stops early or some indicators are fixed by a branch decision. Computation is CPU-only, dependencies are installed, and internet is unavailable. E…

Excerpt only; not a complete executable task specification. Task ID task_2d7c192fb46741bf · version 1. Selection status: not fully recorded.

Results by model and effort

This exact task version only. Every rate is passes / valid runs with a Wilson 95% interval; n≤2 remains counts only. Macro aggregation does not apply within a single task. Baselines are summarized in the quality gates, not ranked. A passed no-op resistance check means that doing nothing did not solve the task.

Current evidence

Model / effort	Verifier result [95% Wilson]	Diagnostic labels / valid	HARNESS_ERROR · excluded	Outcome classes
GPT-6 Astra · default (unverified)	2/4 · 50.0% [15.0%, 85.0%] · preliminary	0 / 4	0	GOOD_FAILURE: 0 BAD_FAILURE: 0 GOOD_SUCCESS: 0 BAD_SUCCESS: 0

Legacy evidence

Model / effort	Verifier result [95% Wilson]	Diagnostic labels / valid	HARNESS_ERROR · excluded	Outcome classes

Every recorded run

4 recorded trials, including controls. Diagnostic labels do not replace verifier reward. Labels and quality checks are source declarations, not independently attested here. Internal evidence remains private; a missing public URL is shown explicitly. Records with invalid or absent rewards are not scored.

Run / model	Date / source	Reward / eligibility	Diagnostic class / source	Resources	Evidence
`trial_46669797ae0f4f87` GPT-6 Astra · default (unverified)	Oct 20, 2026 console	0 · valid	No diagnostic label derived	Tokens: — Turns: — Cost: —	Not publicly available
`trial_865d89e42edf4035` GPT-6 Astra · default (unverified)	Oct 20, 2026 console	0 · valid	No diagnostic label derived	Tokens: — Turns: — Cost: —	Not publicly available
`trial_0c9d5eaabead4b7e` GPT-6 Astra · default (unverified)	Oct 20, 2026 console	1 · valid	No diagnostic label derived	Tokens: — Turns: — Cost: —	Not publicly available
`trial_61b3297f77664438` GPT-6 Astra · default (unverified)	Oct 20, 2026 console	1 · valid	No diagnostic label derived	Tokens: — Turns: — Cost: —	Not publicly available