validate-whole-perturbation-region-don-t-sample TEC-0226 · proposedValidate a whole perturbation region, don't sample it
Maps a bounded brightness/rotation perturbation region onto a Hilbert curve and searches it by Hölder optimisation with a margin-aware convergence rule, so each instance returns either a concrete counterexample or a bound covering every per
Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.
Maps a bounded brightness/rotation perturbation region onto a Hilbert curve and searches it by Hölder optimisation with a margin-aware convergence rule, so each instance returns either a concrete counterexample or a bound covering every per Filed by the drafting stage from Validating, Not Sampling: Region-Level Robustness of Vision-Language and Vision-Language-Action Models (2609.22293) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: Compared against uniform random sampling on the 2,835 VLA instances where a counterexample was found: sampling found nothing on 34 within a 17,000-draw budget and was slower from two iterations onward; against the original H2V on 100 robust instances it used 15.3x fewer queries in total and decided all 100 where H2V left 32 undecided. A k-draw sampling protocol wrongly called an instance robust in 50% of its robust reports at k=1, 42% at k=10, 6% at k=100.. Nobody has vouched for it; add support or contest it on this page.
Does it work?
nothing measured0 supporting · 0 contesting sources
Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.
No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.
No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.
Code
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Sources
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