ArticleNature communications2023
Probabilistic computing with NbO
Article in Nature communications, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 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
16 citing papers in PubMed.
- Noise-Tunable Memristor Enabling Programmable Probabilistic Neurons for Frequency-Selective Time-Series Signal Encoding.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Integration of Reconfigurable p-Bit and 1R Crossbar Array for Memristive Probabilistic Computing.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Light-Induced Entropy for Secure Vision.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Self-Oscillatory Neuron-like Devices for Unconventional Computing Applications.Chemical reviews · 2026Review
- Sub-mV tunable photonic p-bits for probabilistic computing.Science advances · 2026Article
- Probabilistic computing utilizing HfONature communications · 2026Article
- 250 magnetic tunnel junctions-based probabilistic Ising machine.Nature communications · 2026Article
- CMOS compatible probabilistic computing hardware with cointegrated reconfigurable p-bits and synapse arrays.Nature communications · 2026Article
- Multi-Physical Field Modulated P-Bit Device Based on VOAdvanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- A parallel magnetic tunnel junction-based probabilistic Ising processor for efficient quadratic optimization.Nature communications · 2026Article
- Multi-State Probabilistic Computing Using Floating-Body MOSFETs Based on the Potts Model for Solving Complex Combinatorial Optimization Problems.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Article
- Multi-level probabilistic computing: application to the multiway number partitioning problems.Scientific reports · 2025Article
- Bifurcation and Frequency Properties of S-Type Neuronic Oscillators.The journal of physical chemistry letters · 2025Review
- Superior probabilistic computing using operationally stable probabilistic-bit constructed by a manganite nanowire.National science review · 2025Article
- Automatic Extraction and Compensation of P-Bit Device Variations in Large Array Utilizing Boltzmann Machine Training.Micromachines · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
Abstract
Energy-based computing is a promising approach for addressing the rising demand for solving NP-hard problems across diverse domains, including logistics, artificial intelligence, cryptography, and optimization. Probabilistic computing utilizing pbits, which can be manufactured using the semiconductor process and seamlessly integrated with conventional processing units, stands out as an efficient candidate to meet these demands. Here, we propose a novel pbit unit using an NbO
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.