Evidence map›Paper›PMID 42697893›Full record

ArticleMicrosystems & nanoengineering2026

High-precision hyperdimensional computing enabled by in-memory computing using high-polarization ferroelectric Hf

Ella Paasio, Simon Thomann, Anika Anu, Xinye Li, Rikhard Ranta, Padma Srivari, Safdar Muhammad, Soumen Mazumder, Jahra Mariam, Andrea Padovani and 3 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Microsystems & nanoengineering, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

13 authors.

Ella PaasioFaculty of Information Technology and Communication Sciences, Tampere University, Tampere, Finland. ella.paasio@tuni.fi.
Simon ThomannSchool of Computation, Information and Technology, Techical University of Munich, Munich, Germany.ORCID http://orcid.org/0000-0002-7902-9353
Anika AnuFaculty of Information Technology and Communication Sciences, Tampere University, Tampere, Finland.
Xinye LiFaculty of Information Technology and Communication Sciences, Tampere University, Tampere, Finland.
Rikhard RantaFaculty of Information Technology and Communication Sciences, Tampere University, Tampere, Finland.
Padma SrivariFaculty of Information Technology and Communication Sciences, Tampere University, Tampere, Finland.
Safdar MuhammadPicosun Oy- an Applied Materials company, Kirkkonummi, Finland.
Soumen MazumderPicosun Oy- an Applied Materials company, Kirkkonummi, Finland.
Jahra MariamPicosun Oy- an Applied Materials company, Kirkkonummi, Finland.
Andrea PadovaniDepartment of Engineering Sciences and Methods (DISMI), University of Modena and Reggio Emilia, Reggio Emilia, Italy.
Hussam AmrouchSchool of Computation, Information and Technology, Techical University of Munich, Munich, Germany.
Gaurav TharejaApplied Materials Inc., Santa Clara, CA, USA.
Sayani MajumdarFaculty of Information Technology and Communication Sciences, Tampere University, Tampere, Finland. sayani.majumdar@tuni.fi.ORCID http://orcid.org/0000-0001-7779-3959

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

We demonstrate high-precision hyperdimensional computing using an in-memory computing (IMC) architecture based on ferroelectric Hf

Identifiers

PMID42697893
PMCPMC13545243

What OpenQuestion holds

Textmetadata
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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.