Quantum Machine Learning

285 papers from PubMed

Quantum Machine Learning Research Context

This category covers quantum machine learning research, including quantum kernels, variational classifiers, hybrid learning systems, generative models, and QML benchmarks.

Showing 13-24 of 285

Accelerating quasiparticle physics: A review on the synergy of machine learning and density functional theory for excitons, polaritons, and plasmons.

Alavi-Rad H, Hassani-Vasmejani M, Bagheri Tagani M

2026 PubMed Journal of physics. Condensed matter : an Institute of Physics journal

Accurate Hydration Free Energy Calculations for Diverse Organic Molecules With a Machine Learning Force Field.

Xie X, Weber JL, Svensson M, Johnston RC, Harder ED, Jacobson LD

2026 PubMed Journal of chemical theory and computation

Acoustoelectric control of optoelectronic anisotropy for reconfigurable polarimetry.

Jiang C, Gu J, Lu H, Zhou J, Zhang E, Guo J, Zhang C, Xiu F

2026 PubMed Science advances

Advancing density functional tight-binding method for large organic molecules through equivariant neural networks.

Medrano Sandonas L, Puleva M, Erarslan Z, Parra Payano R, Stöhr M, Cuniberti G, Tkatchenko A

2026 PubMed Physical chemistry chemical physics : PCCP

Advancing metal organic frameworks screening and remediation condition optimization for removing persistent organic pollutant via integrated machine learning and theoretical calculation insights.

Wei Z, Jing S, Lü XF, Wang W, Mele G, Yuan K, Ni W, Jiang ZY, Guo Y

2026 PubMed Journal of colloid and interface science

AI digital-twin ecosystem translating gut-microbiome-neuroimmune signals into precision sleep-mood interventions.

Yu X, Fan L, Fan S, Li H

2026 PubMed Frontiers in psychiatry

AI-driven multiscale virtual plant cell modeling: from molecular mechanisms to tissue functions.

Liu Z, Sun X

2026 PubMed Planta

AIMNet2-NSE: A Transferable Reactive Neural Network Potential for Open-Shell Chemistry.

Kalita B, Zubatyuk R, Anstine DM, Bergeler M, Settels V, Stork C, Spicher S, Isayev O

2026 PubMed Angewandte Chemie (International ed. in English)

Amplifying metabolic profiling of extracellular vesicle dynamics with ACTIVITY.

Yu RJ, Ma WY, Xiao HY, Zhang YW, Gong WB, Yu ZF, Wei KL, Xing KR, Wang X, Zhu HJ, Wang LH, Ding XG

2026 PubMed Nature communications

An allosteric DNAzyme-Based logic circuit intelligent electrochemiluminescence biosensor for the precise diagnosis of acute myocardial infarction.

Zhang Z, Dai Y, Liu J, Zhou Y, Du Z, Zhu R, Xu C, Sun Y, Zhang K

2026 PubMed Biosensors & bioelectronics

An On-Demand Neuromorphic Vision System Enabled by a Multi-Paradigm Neuromorphic Device and Hierarchical Reconfigurability Designed from Device to System Level.

Jiang B, Xu J, Ran L, Feng X, Harrabi K, Li Y, Lin L, Zhou F

2026 PubMed Advanced science (Weinheim, Baden-Wurttemberg, Germany)

An ultra-low-consumption dilution strategy for high-performance inverted perovskite solar cells.

Zhou Y, Pang J, Zhang B, Li Y, Feng Y, Zhang B, Wang Q, Liu R, Shen Z, Li F

2026 PubMed Journal of colloid and interface science