Evidence map›Paper›PMID 41566868›Full record

ArticleACS applied materials & interfaces2026

Bio-Inspired Spike-Timing-Dependent Plasticity Learning with Metal Halide Perovskites: Toward Artificial Synaptic Functionality.

Mostafa Shooshtari, So-Yeon Kim, Saeideh Pahlavan, Teresa Serrano-Gotarredona, Juan Bisquert, Bernabé Linares-Barranco

Abstract read
In one paragraph

Article in ACS applied materials & interfaces, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

  1. Boosted Photocatalytic COMolecules (Basel, Switzerland) · 2026
    Article
  2. Review
  3. Beyond SrTiOMaterials (Basel, Switzerland) · 2026
    Review
  4. Review
  5. CHSensors (Basel, Switzerland) · 2026
    Article
  6. Article
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

6 authors.

Mostafa ShooshtariInstituto de Microelectrónica de Sevilla, IMSE-CNM, (CSIC Universidad de Sevilla), Av. Américo Vespucio 28, 41092 Sevilla, Spain.ORCID 0000-0003-1292-0683
So-Yeon KimInstituto de Tecnología Química (ITQ), Universitat Politècnica de València-Consejo Superior de Investigaciones Científicas (UPV-CSIC), 46022 València, Spain.ORCID 0000-0003-1331-9937
Saeideh PahlavanInstituto de Microelectrónica de Sevilla, IMSE-CNM, (CSIC Universidad de Sevilla), Av. Américo Vespucio 28, 41092 Sevilla, Spain.
Teresa Serrano-GotarredonaInstituto de Microelectrónica de Sevilla, IMSE-CNM, (CSIC Universidad de Sevilla), Av. Américo Vespucio 28, 41092 Sevilla, Spain.
Juan BisquertInstituto de Tecnología Química (ITQ), Universitat Politècnica de València-Consejo Superior de Investigaciones Científicas (UPV-CSIC), 46022 València, Spain.ORCID 0000-0003-4987-4887
Bernabé Linares-BarrancoInstituto de Microelectrónica de Sevilla, IMSE-CNM, (CSIC Universidad de Sevilla), Av. Américo Vespucio 28, 41092 Sevilla, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Recent advances in neuromorphic engineering have sparked a convergence between nanotechnology and neuroscience, where emerging devices such as memristors are being explored to replicate fundamental learning mechanisms observed in the brain. One such mechanism, spike-timing-dependent plasticity (STDP), encodes synaptic changes based on the precise timing between pre- and postsynaptic spikes, and has been widely adopted in machine intelligence and computational neuroscience. In this work, we demonstrate that a halide perovskite memristor (Cs

Indexed as

Calcium CompoundsNeuronal PlasticityOxidesSynapsesTitaniumAction PotentialsCalcium CompoundsOxidesperovskiteTitaniumhalide perovskite memristorneuromorphic computingnoise robustnessspike-timing-dependent plasticity (STDP)synaptic plasticitytriplet-STDP

Identifiers

PMID41566868
PMCPMC12884454

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.