AIMC Topic: Quantum Theory

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Quantum-resilient software security: A fuzzy AHP-based assessment framework in the era of quantum computing.

PloS one Dec 30, 2024
The introduction of quantum computing has transformed the setting of information technology, bringing both unprecedented opportunities and significant challenges. As quantum technologies continue to evolve, addressing their implications for software ...
Quantum Theory Algorithms Software Computer Security Fuzzy Logic
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Synergizing quantum techniques with machine learning for advancing drug discovery challenge.

Scientific reports Dec 28, 2024
The Quantum Computing for Drug Discovery Challenge, held at the 42nd International Conference on Computer-Aided Design (ICCAD) in 2023, was a multi-month, research-intensive competition. Over 70 teams from more than 65 organizations from 12 different...
Algorithms Computer-Aided Design Humans Machine Learning Drug Discovery Quantum Theory
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Deep Learning Prediction of Drug-Induced Liver Toxicity by Manifold Embedding of Quantum Information of Drug Molecules.

Pharmaceutical research Dec 12, 2024
PURPOSE: Drug-induced liver injury, or DILI, affects numerous patients and also presents significant challenges in drug development. It has been attempted to predict DILI of a chemical by in silico approaches, including data-driven machine learning m...
Humans Computer Simulation Quantum Theory Chemical and Drug Induced Liver Injury Deep Learning Pharmaceutical Preparations
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Self-supervised pre-trained neural network for quantum natural language processing.

Neural networks : the official journal of the International Neural Network Society Dec 6, 2024
Quantum computing models have propelled advances in many application domains. However, in the field of natural language processing (NLP), quantum computing models are limited in representation capacity due to the high linearity of the underlying quan...
Natural Language Processing Humans Quantum Theory Neural Networks, Computer
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Rehabilitation Technologies by Integrating Exoskeletons, Aquatic Therapy, and Quantum Computing for Enhanced Patient Outcomes.

Sensors (Basel, Switzerland) Dec 4, 2024
Recent advancements in patient rehabilitation integrate both traditional and modern techniques to enhance treatment efficacy and accessibility. Hydrotherapy, leveraging water's physical properties, is crucial for reducing joint stress, alleviating pa...
Humans Algorithms Exoskeleton Device Hydrotherapy Robotics Fuzzy Logic Quantum Theory Lower Extremity
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Quantum-inspired neural network with hierarchical entanglement embedding for matching.

Neural networks : the official journal of the International Neural Network Society Nov 20, 2024
Quantum-inspired neural networks (QNNs) have shown potential in capturing various non-classical phenomena in language understanding, e.g., the emgerent meaning of concept combinations, and represent a leap beyond conventional models in cognitive scie...
Semantics Language Quantum Theory Neural Networks, Computer Humans Algorithms
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Quantum Computing in Medicine.

Medical sciences (Basel, Switzerland) Nov 17, 2024
Quantum computing (QC) represents a paradigm shift in computational power, offering unique capabilities for addressing complex problems that are infeasible for classical computers. This review paper provides a detailed account of the current state of...
Humans Machine Learning Algorithms Quantum Theory Computing Methodologies
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Ab initio characterization of protein molecular dynamics with AIBMD.

Nature Nov 6, 2024
Biomolecular dynamics simulation is a fundamental technology for life sciences research, and its usefulness depends on its accuracy and efficiency. Classical molecular dynamics simulation is fast but lacks chemical accuracy. Quantum chemistry methods...
Nuclear Magnetic Resonance, Biomolecular Thermodynamics Protein Folding Protein Unfolding Quantum Theory Protein Conformation Molecular Dynamics Simulation Peptides Time Factors Proteins Density Functional Theory Artificial Intelligence Machine Learning
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Nutmeg and SPICE: Models and Data for Biomolecular Machine Learning.

Journal of chemical theory and computation Sep 25, 2024
We describe version 2 of the SPICE data set, a collection of quantum chemistry calculations for training machine learning potentials. It expands on the original data set by adding much more sampling of chemical space and more data on noncovalent inte...
Machine Learning Quantum Theory Thermodynamics Molecular Dynamics Simulation
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How can quantum computing be applied in clinical trial design and optimization?

Trends in pharmacological sciences Sep 23, 2024
Clinical trials are necessary for assessing the safety and efficacy of treatments. However, trial timelines are severely delayed with minimal success due to a multitude of factors, including imperfect trial site selection, cohort recruitment challeng...
Humans Machine Learning Clinical Trials as Topic Research Design Quantum Theory
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