Evidence map›Paper›PMID 34845363›Full record

ArticleNature materials2022

Memristive control of mutual spin Hall nano-oscillator synchronization for neuromorphic computing.

Mohammad Zahedinejad, Himanshu Fulara, Roman Khymyn, Afshin Houshang, Mykola Dvornik, Shunsuke Fukami, Shun Kanai, Hideo Ohno, Johan Åkerman

Abstract read
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In one paragraph

Article in Nature materials, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.

0numbers the graph read from it
0cells of the map it votes in
21citing 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

21 citing papers in PubMed.

  1. Review
  2. Review
  3. Article
  4. Article
  5. Article
  6. Leaky-Integrate-Fire Neuron via Synthetic Antiferromagnetic Coupling and Spin-Orbit Torque.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  7. Metrics for spin-based computing.Nature reviews. Physics · 2026
    Article
  8. Article
  9. Article
  10. A cryogenic memristor.Nature materials · 2025
    Article
  11. Article
  12. Consciousness and spintronic coherence in microtubules.Communicative & integrative biology · 2025
    Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. Article
  19. Synchronization by memristors.Nature materials · 2022
    Article
  20. The AI trilemma: Saving the planet without ruining our jobs.Frontiers in artificial intelligence · 2022
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

9 authors.

Mohammad ZahedinejadPhysics Department, University of Gothenburg, Gothenburg, Sweden.
Himanshu FularaPhysics Department, University of Gothenburg, Gothenburg, Sweden.ORCID http://orcid.org/0000-0001-6570-0444
Roman KhymynPhysics Department, University of Gothenburg, Gothenburg, Sweden.
Afshin HoushangPhysics Department, University of Gothenburg, Gothenburg, Sweden.
Mykola DvornikNanOsc AB, Kista, Sweden.ORCID http://orcid.org/0000-0003-1044-5890
Shunsuke FukamiLaboratory for Nanoelectronics and Spintronics, Research Institute of Electrical Communication, Tohoku University, Sendai, Japan.ORCID http://orcid.org/0000-0001-5750-2990
Shun KanaiLaboratory for Nanoelectronics and Spintronics, Research Institute of Electrical Communication, Tohoku University, Sendai, Japan.
Hideo OhnoLaboratory for Nanoelectronics and Spintronics, Research Institute of Electrical Communication, Tohoku University, Sendai, Japan.ORCID http://orcid.org/0000-0001-9688-8259
Johan ÅkermanPhysics Department, University of Gothenburg, Gothenburg, Sweden. johan.akerman@physics.gu.se.ORCID http://orcid.org/0000-0002-3513-6608

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Synchronization of large spin Hall nano-oscillator (SHNO) arrays is an appealing approach toward ultrafast non-conventional computing. However, interfacing to the array, tuning its individual oscillators and providing built-in memory units remain substantial challenges. Here, we address these challenges using memristive gating of W/CoFeB/MgO/AlO

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Registered trials

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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.