ArticleScience advances2023
Single-shot optical neural network.
Article in Science advances, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 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
20 citing papers in PubMed.
- Light-tunable charge dynamics enable ultralow-power bidirectional lead-free perovskite synapses for intelligent vision.Science advances · 2026Article
- Article
- High-clockrate free-space optical in-memory computing.Light, science & applications · 2026Article
- Demonstrating completeness in optical neural computing.Light, science & applications · 2026Article
- Compressing and expanding optical matrix-vector multipliers for enabling optical image encoder-decoders and generators.Light, science & applications · 2026Article
- In-sensor analog optoelectronic processing of concurrent event and memory signals for dynamic vision sensing.Nature communications · 2025Article
- Optical neural networks with intensity‑based projection layers as effective nonlinear activations.Scientific reports · 2025Article
- Piezoelectrically actuated silicon-nitride-based high-speed spatial light modulator.Nature communications · 2025Article
- Image processing with Optical matrix vector multipliers implemented for encoding and decoding tasks.Light, science & applications · 2025Article
- RF-photonic deep learning processor with Shannon-limited data movement.Science advances · 2025Article
- Hypermultiplexed integrated photonics-based optical tensor processor.Science advances · 2025Article
- Physical twinning for joint encoding-decoding optimization in computational optics: a review.Light, science & applications · 2025Review
- Experimental benchmarking of quantum state overlap estimation strategies with photonic systems.Light, science & applications · 2025Article
- Femtojoule optical nonlinearity for deep learning with incoherent illumination.Science advances · 2025Article
- Quantum-limited stochastic optical neural networks operating at a few quanta per activation.Nature communications · 2025Article
- Low-power scalable multilayer optoelectronic neural networks enabled with incoherent light.Nature communications · 2024Article
- Photonic probabilistic machine learning using quantum vacuum noise.Nature communications · 2024Article
- Harnessing the capabilities of VCSELs: unlocking the potential for advanced integrated photonic devices and systems.Light, science & applications · 2024Review
- Multichannel meta-imagers for accelerating machine vision.Nature nanotechnology · 2024Article
- Quantum-noise-limited optical neural networks operating at a few quanta per activation.Research square · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Analog optical and electronic hardware has emerged as a promising alternative to digital electronics to improve the efficiency of deep neural networks (DNNs). However, previous work has been limited in scalability (input vector length
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.