Evidence map›Paper›PMID 41271673›Full record

ArticleNature communications2025

3D Integration of functionally diverse 2D materials for optoelectronic reservoir computing.

Anirban Chowdhury, Anshul Rasyotra, Harikrishnan Ravichandran, Denesh Kumar Manoharan, Yongwen Sun, Chen Chen, Joan M Redwing, Yang Yang, Saptarshi Das

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Ultralow-Energy Analog Reservoir Computing via Reconfigurable 2-Transistor Memory.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  3. Article
  4. Review
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

9 authors.

Anirban ChowdhuryEngineering Science and Mechanics, Penn State University, University Park, Pennsylvania, PA, USA.
Anshul RasyotraEngineering Science and Mechanics, Penn State University, University Park, Pennsylvania, PA, USA.ORCID http://orcid.org/0000-0001-7294-4420
Harikrishnan RavichandranEngineering Science and Mechanics, Penn State University, University Park, Pennsylvania, PA, USA.ORCID http://orcid.org/0009-0002-2230-370X
Denesh Kumar ManoharanEngineering Science and Mechanics, Penn State University, University Park, Pennsylvania, PA, USA.
Yongwen SunEngineering Science and Mechanics, Penn State University, University Park, Pennsylvania, PA, USA.ORCID http://orcid.org/0009-0007-9427-035X
Chen Chen2D Crystal Consortium Materials Innovation Platform, Penn State University, Penn State, PA, USA.
Joan M Redwing2D Crystal Consortium Materials Innovation Platform, Penn State University, Penn State, PA, USA.ORCID http://orcid.org/0000-0002-7906-452X
Yang YangEngineering Science and Mechanics, Penn State University, University Park, Pennsylvania, PA, USA.ORCID http://orcid.org/0000-0002-0025-5914
Saptarshi DasEngineering Science and Mechanics, Penn State University, University Park, Pennsylvania, PA, USA. sud70@psu.edu.ORCID http://orcid.org/0000-0002-0188-945X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Recent years have seen remarkable progress in three-dimensional (3D) integration of non-silicon materials, enabling the convergence of diverse functionalities such as sensing, storage, and computing beyond mere transistor scaling. This advancement accelerates edge intelligence by enabling more efficient information processing at the source with reduced latency and power consumption. In this work, we contribute to this rapidly evolving landscape by demonstrating reservoir computing through 3D integration of In

Identifiers

PMID41271673
PMCPMC12638826

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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.