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Sample Efficiency

  • Quantum Simulations Now Need Far Fewer Measurements to Verify Accuracy
    Quantum Computing

    Quantum Simulation Verification Needs Fewer Measurements

    by Muhammad Rohail T.April 2, 2026
  • AI Learns to Explore Environments More Effectively by Predicting Positive Outcomes
    Machine Learning

    AI Predicts Outcomes for Efficient Environments

    by Muhammad Rohail T.February 11, 2026
  • Shows MAPPA Improves Multiagent Systems by +17.5pp on Unseen Competition Math Problems
    Artificial Intelligence

    MAPPA Boosts Multiagent Systems +17.5% on Math Problems

    by Muhammad Rohail T.February 4, 2026
  • Achieves 15% Noise Reduction in Gravitational Waves Via Learnable Wavelets
    Artificial Intelligence

    Wavelets Cut Gravitational Wave Noise 15%

    by Muhammad Rohail T.January 26, 2026
  • Zero-shot Agent Alignment Achieves Optimization Without Labeled Datasets, Advancing LLM Performance
    Artificial Intelligence

    Zero-Shot Alignment Boosts LLM Performance

    by Muhammad Rohail T.January 8, 2026
  • Anaflow: Agentic LLM Framework Enables Sample-Efficient, Explainable Analog Circuit Sizing
    Artificial Intelligence

    Anaflow: LLM Framework for Analog Circuit Sizing

    by Muhammad Rohail T.November 12, 2025
  • Thompson Sampling Via Fine-Tuning of LLMs Achieves Scalable Bayesian Optimization Without Acquisition Function Maximization
    Quantum Algorithms, Quantum Research News

    LLM Fine-Tuning Enables Scalable Bayesian Optimization

    by Muhammad Rohail T.October 17, 2025
  • AI Training: Researchers Boost Efficiency with New Scaling Rules
    Artificial Intelligence

    AI Training: Scaling Rules Boost Efficiency

    by Dr. DonovanAugust 22, 2025
  • Fermionic-Adapted Shadow Tomography Efficiently Calculates Multiple Dynamical Correlation Functions
    Quantum Computing

    Fermionic Shadow Tomography: Faster Quantum Calculations

    by Dr. DonovanAugust 6, 2025
  • Pairwise Distillation Enables Efficient Document Ranking With Large Language Models
    Artificial Intelligence

    Pairwise Distillation for Document Ranking

    by Dr. DonovanJuly 9, 2025
  • Revolutionizing Quantum Computing: Efficient and Accurate Property Measurement Using Shallow Shadows
    Technology News

    Shallow Shadows Boost Quantum Property Measurement

    by Dr. DonovanApril 30, 2025
  • Quantum Reinforcement Learning Enhances Robotic Decision-Making, SRM Institute Finds
    Quantum Applications

    Quantum RL Improves Robotic Decision-Making

    by Dr. DonovanApril 5, 2024
  • CERN Team Develops Quantum Reinforcement Learning for Improved Particle Accelerator Efficiency
    Machine Learning, Quantum Machine Learning, Quantum Research News

    CERN: Quantum Reinforcement Learning Boosts Accelerators

    by SchrödingerFebruary 7, 2024

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  • Hanyang University Team Designs Lattice-Patch Architecture for Surface-Code Mapping
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