ArticleNature2025
Optical generative models.
Article in Nature, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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.
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.
Who cites it
13 citing papers in PubMed.
- Emerging integrated photonic neural network technologies for artificial intelligence: from devices to systems.National science review · 2026Review
- Brain-like optical computing: a pathway from edge intelligence to embodied intelligence.National science review · 2026Article
- How nanophotonics can drive optical computing toward practical applications.Nature nanotechnology · 2026Review
- Article
- Programmable photonic neural engine with all-optical nonlinear activation and 40,000 connections.Science advances · 2026Article
- Programmable Optical Megapixel Nano-Kirigami Matrix.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Optical digital twins for disease prevention, diagnosis, therapy, and intervention.Journal of biomedical optics · 2026Review
- Snapshot 3D image projection using a diffractive decoder.Light, science & applications · 2026Article
- Super-resolution image projection over an extended depth of field using a diffractive decoder.Light, science & applications · 2026Article
- Diffractive Optical Neural Networks: Pathways Toward Intelligent and Scalable Photonic Computing.Nanophotonics (Berlin, Germany) · 2026Review
- High-clockrate free-space optical in-memory computing.Light, science & applications · 2026Article
- Asymmetric Diffusion Metasurface-Based Lensless Monitoring and Uniform Illumination Systems for Optical Lithography.Research (Washington, D.C.) · 2026Article
- Model-free optical processors using in situ reinforcement learning with proximal policy optimization.Light, science & applications · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Generative models cover various application areas, including image and video synthesis, natural language processing and molecular design, among many others
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.