Evidence map›Paper›PMID 39231224›Full record

ArticleScience advances2024

Two-dimensional fully ferroelectric-gated hybrid computing-in-memory hardware for high-precision and energy-efficient dynamic tracking.

Tian Lu, Junying Xue, Penghui Shen, Houfang Liu, Xiaoyue Gao, Xiaomei Li, Jian Hao, Dapeng Huang, Ruiting Zhao, Jianlan Yan and 6 more

Abstract read
In one paragraph

Article in Science advances, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing 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

12 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Owl-vision-inspired near sensor computing.Nature communications · 2026
    Article
  8. Article
  9. Article
  10. Article
  11. Review
  12. In-memory ferroelectric differentiator.Nature communications · 2025
    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

16 authors.

Tian LuSchool of Integrated Circuits and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China.ORCID 0000-0003-2410-064X
Junying XueDepartment of Chemistry, Tsinghua University, Beijing, China.ORCID 0009-0001-7284-8559
Penghui ShenSchool of Integrated Circuits and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China.ORCID 0009-0009-2126-7955
Houfang LiuSchool of Integrated Circuits and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China.ORCID 0000-0002-3941-8936
Xiaoyue GaoElectron Microscopy Laboratory and International Center for Quantum Materials, School of Physics, Peking University, Beijing, China.
Xiaomei LiElectron Microscopy Laboratory and International Center for Quantum Materials, School of Physics, Peking University, Beijing, China.
Jian HaoCollege of Chemistry and Chemical Engineering, Ningxia University, Yinchuan, China.ORCID 0000-0002-9496-3988
Dapeng HuangSchool of Integrated Circuits and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China.
Ruiting ZhaoSchool of Integrated Circuits and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China.
Jianlan YanSchool of Integrated Circuits and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China.
Mingdong YangSchool of Integrated Circuits and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China.
Bonan YanInstitute for Artificial Intelligence, Peking University, Beijing, China.ORCID 0000-0002-3052-9330
Peng GaoElectron Microscopy Laboratory and International Center for Quantum Materials, School of Physics, Peking University, Beijing, China.
Zhaoyang LinDepartment of Chemistry, Tsinghua University, Beijing, China.ORCID 0000-0002-6474-7184
Yi YangSchool of Integrated Circuits and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China.ORCID 0000-0002-1161-9488
Tian-Ling RenSchool of Integrated Circuits and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China.ORCID 0000-0002-7330-0544

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Computing in memory (CIM) breaks the conventional von Neumann bottleneck through in situ processing. Monolithic integration of digital and analog CIM hardware, ensuring both high precision and energy efficiency, provides a sustainable paradigm for increasingly sophisticated artificial intelligence (AI) applications but remains challenging. Here, we propose a complementary metal-oxide semiconductor-compatible ferroelectric hybrid CIM platform that consists of Boolean logic and triggers for digital processing and multistage cell arrays for analog computation. The basic ferroelectric-gated units are assembled with solution-processable two-dimensional (2D) molybdenum disulfide atomic-thin channels at a wafer-scale yield of 96.36%, delivering high on/off ratios (>10

Identifiers

PMID39231224
PMCPMC11373588

What OpenQuestion holds

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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.