generative-process-two-sample

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

Please add generativetest(x, y, times, bandwidths, permutations, proposalpairs, noise, channelweights=None, temperature=1.0) to dcor.homogeneity. We need a reproducible two-sample test using Gaussian generative mixtures and permutation-rank fusion. Document it, preserve the existing energy tests, and commit the change. x and y are finite two-dimensional samples with the same positive column count and at least one ro…

Excerpt only; not a complete executable task specification. Task ID task_b064031828f2474f · 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)	0/3 · 0.0% [0.0%, 56.1%] · preliminary	0 / 3	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

3 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_ecda8474a6c246dd` GPT-6 Astra · default (unverified)	Oct 18, 2026 console	0 · valid	No diagnostic label derived	Tokens: — Turns: — Cost: —	Not publicly available
`trial_a84953c854154ef9` GPT-6 Astra · default (unverified)	Oct 18, 2026 console	0 · valid	No diagnostic label derived	Tokens: — Turns: — Cost: —	Not publicly available
`trial_c8c6a4fa66534617` GPT-6 Astra · default (unverified)	Oct 18, 2026 console	0 · valid	No diagnostic label derived	Tokens: — Turns: — Cost: —	Not publicly available