Evidence map›Paper›PMID 42782695›Full record

ArticleBiomimetics (Basel, Switzerland)2026

HERA: Bioinspired Separation of Local Fault Response and Language-Model Scheduling in Simulated Quadruped Control.

Dongyeon Kim, Hyunjun Jung

Abstract read
In one paragraph

Article in Biomimetics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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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

2 authors.

Dongyeon KimDepartment of Software Science & Engineering, Kunsan National University, Gunsan 54150, Republic of Korea.ORCID 0009-0006-8048-2696
Hyunjun JungDepartment of Software Science & Engineering, Kunsan National University, Gunsan 54150, Republic of Korea.ORCID 0000-0002-6717-1395

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Language-model inference can delay emergency supervision, but cancellation alone cannot provide an immediate physical response. HERA (Hierarchical Event-driven Reflex Architecture) separates a measurement-driven deterministic local action from language-service scheduling, with biological inspiration limited to temporal separation and local feedback. A fixed 1472-trial campaign evaluated canonical-command scheduling, simulated actuator faults and live integration. Across three workloads, the mean validated-command latency was 0.486-0.512 s with preemption, 1.476-11.101 s with single-lane FIFO and 0.543-0.575 s with two-slot serving. The original detector identified all 544 complete faults but missed all 160 half-strength faults. A separately frozen 560-trial follow-up evaluated a sustained effort-discrepancy warning without changing control. On the same 160 new half-strength trajectories, the original detector again missed every fault, whereas the warning detected all faults with mean delays of 161.0 and 155.5 ms of simulated time in clean and noisy conditions. No false onset occurred in 2400 simulated robot-seconds of new healthy exposure. This addresses conditional detection sensitivity, not improved physical recovery. In the original campaign, local support reduced the mean upright deficit but worsened some paired cases and reduced terminal speed; every physical trial met the fixed-horizon safety criterion. All 96 normal integrated supervisory commands completed 50-step holds and returned to local fallback, and local action persisted under injected transport failure. Because supervision reaffirmed the existing support array, these results establish neither additional LLM physical benefit nor general diagnosis or hardware safety.

Indexed as

bioinspired controllanguage-model schedulinglocal fault responsereproducible evaluationsimulation

Identifiers

PMID42782695
PMCPMC13604750

What OpenQuestion holds

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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.