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 85-96 of 285

Evaluating MS-ANI vs SS-ANI for Surface Hopping Simulations: A Cyclohexadiene Photochemical Ring-Opening Case Study.

Medhi B, Morang M, Sarma M

2026 PubMed The journal of physical chemistry letters

Experimental data reuploading with provable enhanced learning capabilities.

Mauser MFX, Four S, Predl LM, Albiero R, Ceccarelli F, Osellame R, Petersen P, Dakić B, Agresti I, Walther P

2026 PubMed Science advances

Expert evaluation of LLM world models: A high-T(c) superconductivity case study.

Guo H, Tikhanovskaya M, Raccuglia P, Vlaskin A, Co C, Liebling DJ, Ellsworth S, Abraham M, Dorfman E, Armitage NP, Feng C, Georges A, Gingras O, Kiese D, Kivelson SA, Oganesyan V, Ramshaw BJ, Sachdev S, Senthil T, Tranquada JM, Brenner MP, Venugopalan S, Kim EA

2026 PubMed Proceedings of the National Academy of Sciences of the United States of America

Explainable machine learning reveals how molecular descriptors govern micropollutant degradation in UV/H(2)O(2) oxidation.

Nurhayati M, Kim S, Lee BJ, Shon HK, Cho J, Lee S

2026 PubMed Water research

Fe-PNC Nanoenzyme-Enhanced Closed Bipolar Sensing Platform for Sensitive ECL/Fluorescence Detection and Imaging of miRNA-141.

Liu J, Sun M, Fan Y, Li J, Zhou H, Li B

2026 PubMed Analytical chemistry

Feasibility Study of (18)F-FDG PET Short-Duration Scan in Underweight Patients with Lung Cancer.

Sagara H, Akamatsu G, Mano C, Inaki A, Inoue K

2026 PubMed Journal of nuclear medicine technology

Fine-tuned phenylboronic acid polymer assembly with tannic acid enables adeno-associated virus to evade and suppress neutralizing antibody responses.

Xiao Y, Honda Y, Matsudaira N, Kinoh H, Shen X, Haochen G, Hayashita-Kinoh H, Gao S, Awaad A, Miura Y, Okada T, Nishiyama N

2026 PubMed Journal of controlled release : official journal of the Controlled Release Society

Fine-Tuning Directional Message Passing Neural Networks: Predicting Properties of Conjugated Organic Polymers with High Accuracy.

Koskin IP, Petrosyan LS, Kazantsev MS

2026 PubMed Polymers

Flexible Framework for Surface Hopping: From Hybrid Schemes for Machine Learning to Benchmarkable Nonadiabatic Dynamics.

Martinka J, Martyka M, Medhi B, Pittner J, Dral PO

2026 PubMed Journal of chemical theory and computation

Foundation models for atomistic simulation of chemistry and materials.

Yuan EC, Liu Y, Chen J, Zhong P, Raja S, Kreiman T, Vargas S, Xu W, Head-Gordon M, Yang C, Blau SM, Cheng B, Krishnapriyan A, Head-Gordon T

2026 PubMed Nature reviews. Chemistry

From data to diagnosis: A comprehensive review of machine learning-driven wearable sensors in healthcare.

Zhao M, Liu R, Jin S, Ren B, Zhang Q

2026 PubMed Bioelectrochemistry (Amsterdam, Netherlands)

Generative AI-Driven Discovery of Next-Generation Electrolytes for Alkali Metal Batteries.

Pritom R, Islam MM

2026 PubMed Journal of chemical information and modeling