Evidence map›Paper›PMID 41730246›Full record

ArticleJournal of neural engineering2026

Fuzzing the brain: automated stress testing for the safety of ML-driven neurostimulation.

Mara Downing, Matthew Peng, Jacob Granley, Michael Beyeler, Tevfik Bultan

Abstract read
In one paragraph

Article in Journal of neural engineering, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Mara DowningDepartment of Computer Science, University of California, Santa Barbara, CA, United States of America.ORCID 0009-0006-8431-6695
Matthew PengDepartment of Computer Science, University of California, Santa Barbara, CA, United States of America.ORCID 0009-0008-2945-2170
Jacob GranleyDepartment of Computer Science, University of California, Santa Barbara, CA, United States of America.ORCID 0000-0002-9024-2454
Michael BeyelerDepartment of Computer Science, University of California, Santa Barbara, CA, United States of America.ORCID 0000-0001-5233-844X
Tevfik BultanDepartment of Computer Science, University of California, Santa Barbara, CA, United States of America.ORCID 0000-0003-2993-1215

Funding

Towards a Smart Bionic Eye: AI-Powered Artificial Vision for the Treatment of Incurable BlindnessDP2LM014268 · NLM · UNIVERSITY OF CALIFORNIA SANTA BARBARA · PI BEYELER, MICHAEL · 2022 to 2025
$2.0M
NLM NIH HHS DP2 LM014268
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

BrainElectric StimulationMachine LearningAnimalsHumansRetinaSoft Computingbiomedical implantscoverage-guided fuzzingneural networksneuroprosthesessafety constraints

Identifiers

PMID41730246
PMCPMC12961644

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.