Evidence map›Paper›PMID 34531299›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2021

Neuromorphic learning with Mott insulator NiO.

Zhen Zhang, Sandip Mondal, Subhasish Mandal, Jason M Allred, Neda Alsadat Aghamiri, Alireza Fali, Zhan Zhang, Hua Zhou, Hui Cao, Fanny Rodolakis and 7 more

Open access · greenAbstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
2.5field-weighted citation impact, top 10% of its field
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

7 citing papers in PubMed, 31 citations in OpenAlex.

  1. Lattice Disorder in CuI Enables Filament-Free Transparent Memristors.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  2. Article
  3. Article
  4. Article
  5. Minimal motifs for habituating systems.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  6. Article
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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

17 authors at 4 institutions in 1 country.

Zhen ZhangSchool of Materials Engineering, Purdue University, West Lafayette, IN 47907; zhenn.zhang@outlook.com rabe@physics.rutgers.edu shriram@purdue.edu.
Sandip MondalSchool of Materials Engineering, Purdue University, West Lafayette, IN 47907.
Subhasish MandalDepartment of Physics and Astronomy, Rutgers University, Piscataway, NJ 08854.
Jason M AllredSchool of Electrical and Computer Engineering, Purdue University, West Lafayette, IN 47907.
Neda Alsadat AghamiriDepartment of Physics and Astronomy, University of Georgia, Athens, GA 30602.
Alireza FaliDepartment of Physics and Astronomy, University of Georgia, Athens, GA 30602.
Zhan ZhangX-Ray Science Division, Advanced Photon Source, Argonne National Laboratory, Lemont, IL 60439.
Hua ZhouX-Ray Science Division, Advanced Photon Source, Argonne National Laboratory, Lemont, IL 60439.
Hui CaoMaterials Science Division, Argonne National Laboratory, Lemont, IL 60439.
Fanny RodolakisX-Ray Science Division, Advanced Photon Source, Argonne National Laboratory, Lemont, IL 60439.
Jessica L McChesneyX-Ray Science Division, Advanced Photon Source, Argonne National Laboratory, Lemont, IL 60439.
Qi WangSchool of Materials Engineering, Purdue University, West Lafayette, IN 47907.
Yifei SunSchool of Materials Engineering, Purdue University, West Lafayette, IN 47907.
Yohannes AbateDepartment of Physics and Astronomy, University of Georgia, Athens, GA 30602.
Kaushik RoySchool of Electrical and Computer Engineering, Purdue University, West Lafayette, IN 47907.
Karin M RabeDepartment of Physics and Astronomy, Rutgers University, Piscataway, NJ 08854; zhenn.zhang@outlook.com rabe@physics.rutgers.edu shriram@purdue.edu.
Shriram RamanathanSchool of Materials Engineering, Purdue University, West Lafayette, IN 47907; zhenn.zhang@outlook.com rabe@physics.rutgers.edu shriram@purdue.edu.
Purdue University West Lafayette · USArgonne National Laboratory · USUniversity of Georgia · USRutgers, The State University of New Jersey · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Habituation and sensitization (nonassociative learning) are among the most fundamental forms of learning and memory behavior present in organisms that enable adaptation and learning in dynamic environments. Emulating such features of intelligence found in nature in the solid state can serve as inspiration for algorithmic simulations in artificial neural networks and potential use in neuromorphic computing. Here, we demonstrate nonassociative learning with a prototypical Mott insulator, nickel oxide (NiO), under a variety of external stimuli at and above room temperature. Similar to biological species such as

Indexed as

AlgorithmsArtificial IntelligenceInsulator ElementsNeural Networks, ComputerAnimalsAplysiaElectronsModels, NeurologicalNeuronal PlasticityNickelSynapsesNickelnickel monoxideMott insulatorneuromorphic learningtransition metal oxides

Identifiers

PMID34531299
PMCPMC8488684
OpenAlexW3201176436

What OpenQuestion holds

Textmetadata
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.