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Home»Science»Quantum vs. Classical: The Race to Understand the Future of Computing
Science

Quantum vs. Classical: The Race to Understand the Future of Computing

October 3, 2024No Comments3 Mins Read
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Researchers have developed a classical algorithm that can simulate Gaussian boson sampling experiments, challenging the conventional understanding of quantum computing’s capabilities. This breakthrough sheds light on the complex interplay between quantum and classical computing, offering new insights into the path forward.

New classical algorithm enhances understanding of quantum computing's future
Decomposition of lossy GBS circuit. Credit: Nature Physics (2024). DOI: 10.1038/s41567-024-02535-8

Deciphering the Quantum Complexity

Of particular interest is Gaussian boson sampling, a proposed method for establishing quantum computational supremacy (1), the ability of quantum computers to outperform classical devices in restricted yet informationally hard tasks. Nevertheless, the existence of noise and photon loss in real experiments makes new tasks more complicated and need to be carefully explored.

The new classical algorithm developed by researchers from the University of Chicago, Pritzker School of Molecular Engineering and Argonne National Laboratory makes room for these complexities by accounting for high photon loss rates typically seen in measured GBS experiments. By utilizing a conventional tensor network technique, the abilities in running simulations of these quantum systems were improved both in efficiency and precision which even beats current GBS experiments for different benchmarks

In doing so, the researchers not only provided more valuable boundaries to what quantum systems are practical for what applications, but also demonstrated a new way of thinking about how quantum and classical computing can interact. The researchers point out that this is not a failure of quantum computing as such, but an opportunity to sharpen our understanding of what the technology can accomplish and where the limits lie.

Connecting Theory And Practice

While all of the theoretical groundwork has been laid for quantum systems to beat classical ones, noise in any experiment adds complexity that needs to be accurately addressed. These complexities are precisely where the researchers new algorithm improved, which accurately represents an optimal distribution of GBS output states and thereby question the previously claimed quantum advantage of existing experiments.

This could pave the way for improvements to how future quantum experiments are laid out, showing that better overall performance can be gained by either enabling more photons to pass through or using more squeezed states. As we learn more about these systems, researchers are developing what one might consider foundational applications that could fundamentally alter how we tackle complex problems in fields ranging from cryptography and materials science to drug discovery and climate modeling.

Combining quantum and classical computing is essential to achieving this progress, since it enables researchers to leverage the power of each paradigm. The design of the classical simulation algorithm brings us closer to an upcoming generation of quantum technologies, which will help us overcome these modern challenges so that solves a kind-of bridge between more powerful quantum technologies.

Conclusion

More than an abstract, the pursuit of quantum advantage has profound implications for industries that require heavy-duty computational horsepower. Quantum technologies, with the ability to couple very large numbers of modes as matter waves spread out over many locations, could come into its own deploying scalable quantum devices in supply chain optimization through more sophisticated AI algorithms and dramatically improved climate modelling. Better simulation of GBS, however limited this state of simulation may be, represents a step on the journey towards understanding quantum states in such a way that they can provide valuable hints for improving real quantum systems to utilize their full potential.

classical computing computer simulations gaussian boson sampling quantum advantage Quantum computing
jeffbinu
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Tech enthusiast by profession, passionate blogger by choice. When I'm not immersed in the world of technology, you'll find me crafting and sharing content on this blog. Here, I explore my diverse interests and insights, turning my free time into an opportunity to connect with like-minded readers.

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