Chromatix: a differentiable, GPU-accelerated wave-optics library

Diptodip Deb, Gert-Jan Both, Eric Bezzam, Amit Kohli, Siqi Yang, Amey Chaware, Cédric Allier, Changjia Cai, Geneva Anderberg, M. Hossein Eybposh, Magdalena C. Schneider, Rainer Heintzmann, Fabrizio A. Rivera-Sanchez, Corey Simmerer, Guanghan Meng, Jovan Tormes-Vaquerano, SeungYun Han, Sibi Chakravarthy Shanmugavel, Teja Maruvada, Xi Yang, Yewon Kim, Benedict Diederich, Chulmin Joo, Laura Waller, Nicholas J. Durr, Nicolas C. Pégard, Patrick J. La Rivière, Roarke Horstmeyer, Shwetadwip Chowdhury, Srinivas C. Turaga

Open source

DOI: 10.1038/s41592-026-03121-x
Published: 2026-06-08
Container: Nature Methods
Publisher: Springer Science and Business Media LLC
Open access: unknown

Credibility signals

uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

supportingDOI registered: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
supportingDOI resolves: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1038/s41592-026-03121-x,
  title = {Chromatix: a differentiable, GPU-accelerated wave-optics library},
  author = {Diptodip Deb and Gert-Jan Both and Eric Bezzam and Amit Kohli and Siqi Yang and Amey Chaware and Cédric Allier and Changjia Cai and Geneva Anderberg and M. Hossein Eybposh and Magdalena C. Schneider and Rainer Heintzmann and Fabrizio A. Rivera-Sanchez and Corey Simmerer and Guanghan Meng and Jovan Tormes-Vaquerano and SeungYun Han and Sibi Chakravarthy Shanmugavel and Teja Maruvada and Xi Yang and Yewon Kim and Benedict Diederich and Chulmin Joo and Laura Waller and Nicholas J. Durr and Nicolas C. Pégard and Patrick J. La Rivière and Roarke Horstmeyer and Shwetadwip Chowdhury and Srinivas C. Turaga},
  year = {2026},
  journal = {Nature Methods},
  doi = {10.1038/s41592-026-03121-x},
  url = {https://doi.org/10.1038/s41592-026-03121-x}
}

RIS

TY  - JOUR
TI  - Chromatix: a differentiable, GPU-accelerated wave-optics library
AU  - Diptodip Deb
AU  - Gert-Jan Both
AU  - Eric Bezzam
AU  - Amit Kohli
AU  - Siqi Yang
AU  - Amey Chaware
AU  - Cédric Allier
AU  - Changjia Cai
AU  - Geneva Anderberg
AU  - M. Hossein Eybposh
AU  - Magdalena C. Schneider
AU  - Rainer Heintzmann
AU  - Fabrizio A. Rivera-Sanchez
AU  - Corey Simmerer
AU  - Guanghan Meng
AU  - Jovan Tormes-Vaquerano
AU  - SeungYun Han
AU  - Sibi Chakravarthy Shanmugavel
AU  - Teja Maruvada
AU  - Xi Yang
AU  - Yewon Kim
AU  - Benedict Diederich
AU  - Chulmin Joo
AU  - Laura Waller
AU  - Nicholas J. Durr
AU  - Nicolas C. Pégard
AU  - Patrick J. La Rivière
AU  - Roarke Horstmeyer
AU  - Shwetadwip Chowdhury
AU  - Srinivas C. Turaga
PY  - 2026
JO  - Nature Methods
DO  - 10.1038/s41592-026-03121-x
UR  - https://doi.org/10.1038/s41592-026-03121-x
ER  -

APA

Deb, D., Both, G., Bezzam, E., Kohli, A., Yang, S., Chaware, A., Allier, C., Cai, C., Anderberg, G., Eybposh, M. H., Schneider, M. C., Heintzmann, R., Rivera-Sanchez, F. A., Simmerer, C., Meng, G., Tormes-Vaquerano, J., Han, S., Shanmugavel, S. C., Maruvada, T., Yang, X., Kim, Y., Diederich, B., Joo, C., Waller, L., Durr, N. J., Pégard, N. C., Rivière, P. J. L., Horstmeyer, R., Chowdhury, S., & Turaga, S. C. (2026). Chromatix: a differentiable, GPU-accelerated wave-optics library. Nature Methods. https://doi.org/10.1038/s41592-026-03121-x

Source records

crossref · retrieved 2026-11-07T00:35:55.953Z