Evidence map›Paper›PMID 40800250›Full record

ArticleNanophotonics (Berlin, Germany)2025

In-situ training in programmable photonic frequency circuits.

Philip Rübeling, Oleksandr V Marchukov, Filipe F Bellotti, Ulrich B Hoff, Nikolaj T Zinner, Michael Kues

Abstract read
In one paragraph

Article in Nanophotonics (Berlin, Germany), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Guided nonlinear optics for information processing.Nanophotonics (Berlin, Germany) · 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

6 authors.

Philip RübelingInstitute of Photonics (IOP), Leibniz University Hannover, Nienburger Str. 17, Hannover, Germany.
Oleksandr V MarchukovInstitute of Photonics (IOP), Leibniz University Hannover, Nienburger Str. 17, Hannover, Germany.ORCID https://orcid.org/0000-0003-0331-0322
Filipe F BellottiKvantify Aps, DK-2100 Copenhagen, Denmark.
Ulrich B HoffKvantify Aps, DK-2100 Copenhagen, Denmark.
Nikolaj T ZinnerKvantify Aps, DK-2100 Copenhagen, Denmark.
Michael KuesInstitute of Photonics (IOP), Leibniz University Hannover, Nienburger Str. 17, Hannover, Germany.ORCID https://orcid.org/0000-0001-5323-3850

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Optical artificial neural networks (OANNs) leverage the advantages of photonic technologies including high processing speeds, low energy consumption, and mass production to establish a competitive and scalable platform for machine learning applications. While recent advancements have focused on harnessing spatial or temporal modes of light, the frequency domain attracts a lot of attention, with current implementations including spectral multiplexing, neural networks in nonlinear optical systems and extreme learning machines. Here, we present an experimental realization of a programmable photonic frequency circuit, realized with fiber-optical components, and implement the

Indexed as

machine learningphotonic computingultrafast optics

Identifiers

PMID40800250
PMCPMC12338871

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.