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Machine Learning

Machine learning news and research, from model architectures to the compute that trains them. Coverage focuses on developments relevant to scientific computing and the quantum sector.

  • Domain-informed Link Prediction Advances Algorithms on 740 Diverse Networks
    Machine Learning

    Link Prediction Advances on Diverse Networks

    by Muhammad Rohail T.January 6, 2026
  • Frequency-guided Structure Learning Advances Graph Neural Networks for Heterophilic Data Challenges
    Machine Learning

    Graph Neural Networks Learn From Data Frequency

    by Muhammad Rohail T.January 6, 2026
  • Battery Material Analysis Enabled by AI, Improving XANES Prediction by 55%
    Machine Learning

    AI Boosts Battery XANES Prediction 55%

    by Muhammad Rohail T.January 6, 2026
  • Adaptive Handover Management Enables Reliable NextG O-RAN Connectivity in Dense Deployments
    Machine Learning

    CONTRA: Adaptive Handover for NextG O-RAN Connectivity

    by Muhammad Rohail T.December 29, 2025
  • Automated Algorithm Discovery Enables Signal Processing with 50,000+ Variable Frameworks
    Machine Learning

    AI Automates Signal Processing Algorithm Discovery

    by Muhammad Rohail T.December 29, 2025
  • Advances in Speech Technology Unlock New Languages with Only a Few Hours of Input
    Machine Learning

    SpidR-Adapt: Quantum AI Learns Languages Fast

    by Muhammad Rohail T.December 29, 2025
  • Hwl-hin Advances Hypergraph Learning, Matching Theoretical Limits with Application to Robustness
    Machine Learning

    Hypergraph Learning Achieves Robustness Limits

    by Muhammad Rohail T.December 29, 2025
  • Large Language Models Achieve Enhanced Pest and Disease Control with Graph-Structured Knowledge
    Machine Learning

    LLMs Improve Tobacco Pest & Disease Control

    by Muhammad Rohail T.December 29, 2025
  • Surrogate Model Achieves Sub-Angstrom Accuracy in Molecular Dynamics Simulations
    Machine Learning

    Molecular Dynamics: Sub-Angstrom Accuracy with Surrogate

    by Muhammad Rohail T.December 29, 2025
  • Graph Neural Networks Power ALETHEIA, Advancing Social Media Campaign Detection with 96.6% Accuracy
    Machine Learning

    GNNs Boost Social Media Campaign Detection 96.6%

    by Muhammad Rohail T.December 29, 2025
  • Telegram Powers Sentinel, a Framework Advancing Proactive Cyberattack Prediction
    Machine Learning

    Telegram Predicts Cyberthreats with Quantum Sentinel

    by Muhammad Rohail T.December 29, 2025
  • Tiny Encoders Improve NLP Pipeline Efficiency with Reduced Energy
    Machine Learning

    TiME Encoders Boost NLP Efficiency & Speed

    by Muhammad Rohail T.December 19, 2025
  • Script Emulator Achieves, Predictive Accuracy, Accelerating Epoch of Reionization Constraints with Machine Learning
    Machine Learning, Physics

    ML Emulator Narrows Constraints on Cosmic Reionization Epoch

    by Muhammad Rohail T.November 23, 2025
  • PyTorch Foundation Achieves Critical AI Integration With Ray
    Machine Learning

    PyTorch Foundation Achieves Critical AI Integration With Ray

    by The NeuronOctober 23, 2025
  • Neural Scaling Laws Fail to Accurately Predict Bond Dissociation Energy of H Molecules
    Machine Learning

    ML Fails H2 Bond Energy Prediction

    by Dr. DonovanOctober 3, 2025
  • Machine Learning Optimises Neutron Reflectivity Data Analysis, Bypassing Complex Multilayer Optimisation Routines
    Machine Learning

    Machine Learning Speeds Neutron Reflectivity Analysis

    by Dr. DonovanSeptember 10, 2025
  • Researchers Demonstrate Cooperation Emergence in Multi-agent Systems Via Adaptive Rewiring Strategies
    Machine Learning

    Quantum Agents Learn Cooperation via Rewiring

    by Dr. DonovanSeptember 4, 2025
  • Researchers Unlock Efficient Automatic Differentiation for Machine Learning and Scientific Computing Applications
    Machine Learning

    Automatic Differentiation Boosts Machine Learning

    by Dr. DonovanSeptember 3, 2025
  • Researchers Define Tilted Empirical Risk Minimization for Improved Learning Processes and Complexity Measures
    Quantum Machine Learning, Machine Learning

    QTERM: Quantum Learning & Complexity Reduction

    by Dr. DonovanSeptember 1, 2025
  • Researchers unlock machine learning potential with 120 million atomic configurations for materials discovery
    Machine Learning

    Machine Learning Speeds Materials Discovery

    by Dr. DonovanAugust 30, 2025
  • Researchers achieve quadratic improvement in precision for distributed linear regression methods
    Machine Learning

    Quantum Regression: Quadratic Precision Boost

    by Dr. DonovanAugust 25, 2025
  • Researchers boost molecular property prediction accuracy with RankRefine, achieving 10% error reduction
    Machine Learning

    RankRefine Cuts Molecular Prediction Error 10%

    by Dr. DonovanAugust 25, 2025
  • Time Crystals Power 10-Class Machine Learning
    Machine Learning, Quantum Machine Learning

    Time Crystals Power 10-Class Machine Learning

    by Dr. DonovanAugust 22, 2025
  • Machine Learning Reveals Oxygen’s Role in Strontium Titanate Ferroelectricity
    Machine Learning

    Machine Learning & Strontium Titanate Ferroelectricity

    by Dr. DonovanAugust 17, 2025
  • Machine Learning Accelerates Prediction of Defect Vibrational Properties in Solids
    Machine Learning

    Machine Learning Predicts Solid Defect Vibrations

    by Dr. DonovanAugust 13, 2025
  • Hybrid Tensor Networks with Machine Learning Improve Aeroelastic Time Series Regression
    Machine Learning

    Tensor Networks & ML Boost Aeroelastic Regression

    by Dr. DonovanAugust 12, 2025
  • Virginia Tech Launches AI-Powered Shark Monitoring Database
    Machine Learning

    Virginia Tech Launches AI-Powered Shark Monitoring Database

    by Dr. DonovanAugust 11, 2025
  • Machine Learning Predicts Elastic Properties of Lightweight Aluminum-Magnesium-Zirconium Alloys
    Machine Learning

    Machine Learning Predicts Alloy Elasticity

    by Dr. DonovanAugust 11, 2025
  • Machine Learning Boosts Self-Healing Polymers
    Machine Learning

    Machine Learning Boosts Self-Healing Polymers

    by Dr. DonovanAugust 5, 2025
  • Symmetry Context Boosts Machine Learning Efficiency
    Machine Learning

    Symmetry Context Boosts Machine Learning Efficiency

    by Dr. DonovanAugust 4, 2025
  • UT Austin Institute Receives Funding to Advance Machine Learning Research
    Machine Learning

    Quantum Machine Learning Gains UT Austin Funding

    by Dr. DonovanAugust 4, 2025
  • Machine Learning Predicts Missed Primary Care Appointments Using Clinical, Geosocial, and Environmental Data
    Machine Learning

    ML Predicts Missed Appointments with Data Analysis

    by Dr. DonovanJuly 29, 2025
  • Neural Networks Characterise Open System Environments via Spectral Density Analysis
    Machine Learning

    Neural Networks Map Quantum System Environments

    by Dr. DonovanJuly 21, 2025
  • PNNL Predicts River Health Using Machine Learning Data
    Machine Learning

    PNNL Predicts River Health Using Machine Learning Data

    by science edJuly 21, 2025
  • Machine Learning Surrogates Reduce Carbon Emissions in Photovoltaic Material Screening
    Machine Learning

    ML Surrogates Cut Emissions in Solar Material Screening

    by Dr. DonovanJuly 19, 2025
  • Polaritonic Machine Learning Improves Pattern Recognition in Graph-Based Data.
    Machine Learning

    Polaritonic ML Boosts Graph Data Recognition

    by Dr. DonovanJuly 15, 2025
  • Homomorphic Encryption Speeds Cloud Machine Learning, Boosts Data Privacy
    Machine Learning

    FHE Speeds Cloud Machine Learning & Data Privacy

    by Dr. DonovanJuly 8, 2025
  • Quantum Amplification Accelerates Machine Learning for Dynamic Systems.
    Machine Learning

    Quantum Amplification Speeds Machine Learning

    by Dr. DonovanJuly 4, 2025
  • Machine Learning Improves HIV Surveillance, Reveals Social Determinant Links.
    Quantum Machine Learning, Machine Learning

    Quantum ML Links HIV to Social Determinants

    by Dr. DonovanJuly 2, 2025
  • Rydberg Atoms and Neural ODEs Enhance Machine Learning Performance.
    Machine Learning

    Rydberg Atoms & Neural ODEs Boost Machine Learning

    by Dr. DonovanJune 27, 2025
  • Machine Learning Accelerates Photonic Device Design and Fabrication Efficiency.
    Machine Learning

    Machine Learning Speeds Photonic Device Design

    by Dr. DonovanJune 26, 2025
  • Machine Learning Accurately Models Fermionic Hubbard System, Avoiding Ergodicity.
    Machine Learning

    Machine Learning Models Fermionic Hubbard System

    by Dr. DonovanJune 23, 2025
  • Quantum-enhanced Machine Learning Improves Rare Event Detection in Tabular Data.
    Machine Learning

    Quantum ML Boosts Rare Event Detection

    by Dr. DonovanJune 19, 2025
  • Machine Learning Force Fields: Oxford Simulation
    Machine Learning

    Machine Learning Force Fields: Oxford Simulation

    by Dr. DonovanJune 19, 2025
  • Machine Learning Predicts Material Response to Electric Fields at Million-Atom Scale
    Machine Learning

    Machine Learning Predicts Material Response to Fields

    by Dr. DonovanJune 9, 2025
  • Deep Learning Boosts Accuracy of Noisy Quantum Variational Eigensolver.
    Machine Learning, Quantum Algorithms, Quantum Computing

    Deep Learning Improves Variational Eigensolver Accuracy

    by Dr. DonovanJune 7, 2025
  • Machine Learning Optimisation: Performance, Cost and Large Language Model Tuning.
    Machine Learning

    ML Optimisation: Performance, Cost & LLM Tuning

    by Dr. DonovanJune 1, 2025
  • Machine Learning Potentials Advance Solvation Modelling for Complex Systems
    Science, Machine Learning

    Machine Learning Speeds Solvation Modelling

    by Dr. DonovanMay 30, 2025
  • Axion Search via Machine Learning Reveals No Signal in Pulsar Data.
    Physics, Machine Learning

    Axion Search: Machine Learning Finds No Pulsar Signal

    by Dr. DonovanMay 26, 2025
  • Machine Learning Struggles to Sort Real-World Plastic Waste Effectively.
    Machine Learning

    Machine Learning Fails Plastic Waste Sorting

    by Dr. DonovanMay 26, 2025
  • Ground Vibration Propagation Model Improves Accuracy with Machine Learning Integration
    Machine Learning

    Machine Learning Boosts Vibration Propagation Model

    by Dr. DonovanMay 21, 2025
  • Graph AI Enables Zero-Shot Out-of-Distribution Detection: A New Frontier in Graph-Based Anomaly Detection
    Machine Learning

    Graph AI Detects Anomalies with Zero-Shot Learning

    by Dr. DonovanMay 3, 2025
  • Machine Learning Cuts Redundancy in 3D Printing
    Machine Learning

    Machine Learning Cuts Redundancy in 3D Printing

    by Dr. DonovanMay 3, 2025
  • Dance Emotion Recognition: 96.85% Accuracy Framework
    Machine Learning

    Dance Emotion Recognition: 96.85% Accuracy Framework

    by Dr. DonovanMay 2, 2025
  • EvoPort: Portfolio Optimization via Evolutionary Methods in Quantitative Finance
    Machine Learning

    EvoPort: Quantum Portfolio Optimization

    by Dr. DonovanMay 2, 2025
  • BERT vs. Random Forest: Performance in Security Bug Report Prediction
    Machine Learning

    BERT & Random Forest: Bug Report Prediction

    by Dr. DonovanMay 2, 2025
  • Egret-1 Neural Networks Revolutionize Molecular Simulations with Speed and Accuracy
    Machine Learning, Drug Discovery

    Egret-1 NNPs Speed Molecular Simulations

    by Dr. DonovanApril 30, 2025
  • Predictive QoS in V2X Communication: Enhancing Throughput Prediction with Machine Learning in Urban Environments
    Machine Learning

    ML Boosts V2X Throughput Prediction in Cities

    by Dr. DonovanApril 24, 2025
  • Novel Algorithm for Hierarchical Clustering with Improved Approximation Under Differential Privacy
    Machine Learning

    Differential Privacy Boosts Clustering Algorithm

    by Dr. DonovanApril 24, 2025
  • Machine Learning in Two-Way Feedback Coding: Unveiling Error Rate Benefits with Neural Networks
    Machine Learning

    Machine Learning Boosts Feedback Coding Error Rates

    by Dr. DonovanApril 24, 2025
  • Combining Physics-Based Potentials with Machine Learning Enhances Force Field Robustness
    Machine Learning

    ML Force Fields Boost Physics Accuracy

    by Dr. DonovanApril 23, 2025
  • Machine Learning Predicts Radio Signals with FERMI
    Robotics, Machine Learning

    Machine Learning Predicts Radio Signals with FERMI

    by Dr. DonovanApril 23, 2025
  • Introducing ForgeBench: An ML-Focused High-Level Synthesis Benchmark Suite for Hardware Design Auto-Generation
    Machine Learning

    ForgeBench: ML-Driven Hardware Synthesis Benchmark Suite

    by Dr. DonovanApril 22, 2025
  • Exploring Machine Learning Potentials in Chemical Reaction Networks: Benefits and Drawbacks of Universal vs Lifelong Approaches
    Machine Learning

    MLPs for Chemical Reaction Networks: Universal vs Lifelong

    by Dr. DonovanApril 17, 2025
  • MIT Researchers Develop Machine Learning-Enhanced System to Revolutionize Complex Planning Problems, Including Train Scheduling and Logistics Optimization
    Machine Learning

    ML Speeds Quantum Planning by 50%

    by Dr. DonovanApril 17, 2025
  • Machine Learning Model Accurately Predicts Material Failure Before It Occurs
    Machine Learning

    ML Predicts Material Failure with Quantum Accuracy

    by Dr. DonovanApril 16, 2025
  • Berkeley Lab Researchers Use Machine Learning to Accelerate Fusion Energy Progress Through Real-Time Plasma Heating Predictions
    Machine Learning

    Machine Learning Speeds Fusion Energy Plasma Heating

    by Dr. DonovanApril 8, 2025
  • MHNpath: Retrosynthetic Planning with Hopfield Networks for Greener Chemistry
    Machine Learning

    Hopfield Networks Accelerate Green Chemistry Planning

    by Dr. DonovanApril 7, 2025
  • Shapr: Shapley Values for R & Python Models
    Machine Learning

    Shapr: Shapley Values for R & Python Models

    by Dr. DonovanApril 7, 2025
  • Deep Learning for Forest Stand Delineation Using U-Net Framework Achieves 73% Accuracy Despite Challenges in Complex Environments
    Machine Learning

    Deep Learning Delineates Forests with 73% Accuracy

    by Dr. DonovanApril 7, 2025
  • Introducing a Framework for Uncertainty Evaluation in Machine Learning Classification Models
    Machine Learning

    ML Uncertainty Evaluation Framework for Classification

    by Dr. DonovanApril 7, 2025
  • Machine Learning Maps Dark Matter with Lenses
    Machine Learning, Space

    Machine Learning Maps Dark Matter with Lenses

    by Dr. DonovanApril 7, 2025
  • Machine Learning Enhances Methane Detection Using Hyperspectral Images and Light-Cone Features
    Machine Learning

    Machine Learning Boosts Methane Detection with

    by Dr. DonovanApril 4, 2025
  • Machine Learning-Based Voice Analysis Shows Promise for Early Detection of Anxiety and Depression
    Machine Learning

    Voice Analysis Detects Anxiety, Depression with ML

    by Dr. DonovanMarch 31, 2025
  • Machine Learning Matches Pathologists in Coeliac Disease Diagnosis
    Machine Learning

    Machine Learning Diagnoses Coeliac Disease

    by Dr. DonovanMarch 27, 2025
  • Machine Learning Refines Siberia's Land Cover Data for Better Climate Science Predictions
    Machine Learning

    Machine Learning Maps Siberia for Climate Science

    by Dr. DonovanMarch 25, 2025
  • Breakthrough In Financial Asset Pricing: Symbolic Modeling Improves Accuracy With Machine Learning
    Machine Learning

    Symbolic Modeling Boosts Financial Asset Pricing

    by Dr. DonovanMarch 20, 2025
  • Wayne State University Advances Research In Autonomous Vehicle And Machine Systems To Enhance Safety And Reliability
    Artificial Intelligence, Machine Learning, Quantum Sensors

    Quantum Sensors Improve Autonomous Vehicle Safety

    by Dr. DonovanMarch 18, 2025
  • Dynamic Tanh Beats Normalization in Transformers
    Artificial Intelligence, Machine Learning

    Dynamic Tanh Beats Normalization in Transformers

    by Dr. DonovanMarch 18, 2025
  • Mount Sinai Researchers Develop AI Model For Accurate Sleep Stage Classification
    Machine Learning

    AI Model Accurately Classifies Sleep Stages

    by Dr. DonovanMarch 18, 2025
  • Introducing Quantum Evolution Kernel: An Open-Source Library For Graph Machine Learning
    Machine Learning

    Quantum Kernel for Graph Machine Learning

    by Dr. DonovanMarch 12, 2025
  • Machine Learning Discovers Sustainable Mosquito Repellents To Tackle Global Health Challenges
    Machine Learning

    Machine Learning Finds Natural Mosquito Repellents

    by Dr. DonovanMarch 5, 2025
  • AI Competition Aims To Reduce Costs In Data Centers With Machine Learning Models
    Artificial Intelligence, Machine Learning

    AI Cuts Data Center Costs with Quantum Machine Learning

    by Dr. DonovanMarch 3, 2025
  • Revolutionizing Computational Security: Machine Learning Meets Blockchain In Engineering With MLOB Framework
    Machine Learning

    ML & Blockchain Boost Engineering Security

    by Dr. DonovanMarch 3, 2025
  • Hybrid Computational Method Enhances Drug Discovery Accuracy With Advanced Sampling Techniques
    Machine Learning

    Drug Discovery: Hybrid Quantum Sampling Boosts Accuracy

    by Dr. DonovanFebruary 26, 2025
  • Decoding Animal Emotions: Machine Learning Insights Into Vocal Communication Across Species
    Machine Learning

    Machine Learning Decodes Animal Vocal Emotions

    by Dr. DonovanFebruary 22, 2025
  • Revolutionizing Particle Accelerator Control: Machine Learning Enables Autonomous Operation and Efficient Management
    Machine Learning, Physics

    Machine Learning Controls Particle Accelerators

    by Dr. DonovanFebruary 18, 2025
  • NTT Research and Harvard Scientists Revolutionize Biohybrid Robotics with Machine Learning
    Machine Learning

    NTT & Harvard: AI Boosts Biohybrid Robotics

    by Dr. DonovanFebruary 14, 2025
  • Machine Learning Standardizes Rock Climbing Route Difficulty
    Machine Learning

    Machine Learning Standardizes Rock Climbing Route Difficulty

    by The NeuronFebruary 4, 2025
  • Machine Vision Improved
    Machine Learning

    Machine Vision Improved

    by Dr. DonovanJanuary 27, 2025
  • NVIDIA RAPIDS Accelerates Time Series Forecasting
    Machine Learning

    NVIDIA RAPIDS Accelerates Time Series Forecasting

    by The NeuronJanuary 24, 2025
  • Quantum Machine Learning Improves Network Defense with Unprecedented Accuracy
    Quantum Machine Learning, Machine Learning

    Quantum ML Boosts Network Defense Accuracy

    by Dr. DonovanDecember 22, 2024
  • Data embedding in equivariant quantum convolutional neural networks
    Quantum Machine Learning, Machine Learning

    Equivariant Quantum CNNs for Data Embedding

    by Dr. DonovanNovember 20, 2024
  • Machine Learning Model Speeds Up Development of 6G Materials
    Machine Learning

    Machine Learning Model Speeds Up Development of 6G Materials

    by Dr. DonovanOctober 28, 2024
  • Quantum Algorithms for Machine Learning: Exploring Quantum AI
    Artificial Intelligence, Machine Learning

    Quantum Algorithms Boost Machine Learning

    by Dr. DonovanOctober 23, 2024
  • Storing AI/ML model output. A review of the plethora of the differing extensions
    Machine Learning

    AI/ML Model Artifacts: Storage Review

    by Quantum Computing TechnologyOctober 16, 2024
  • Quantum Properties Unlocked: Multitask Learning Breakthroughs
    Quantum Research News, Machine Learning

    Quantum Properties Unlocked With Machine Learning

    by Dr. DonovanOctober 16, 2024
  • Neural Networks Come of Age: Time for a Nobel Prize
    Technology News, Machine Learning

    Neural Networks Come of Age: Time for a Nobel Prize

    by Dr. DonovanOctober 8, 2024
  • Jupyter Notebooks. Tools for Data Science
    Machine Learning

    Jupyter Notebooks: A Practical Guide for Data Science

    by Dr. DonovanSeptember 23, 2024
  • Rust for Machine Learning
    Machine Learning

    Rust for Machine Learning

    by Dr. DonovanSeptember 22, 2024

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