Understanding Patterns in Quantum Systems

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Summary

Understanding patterns in quantum systems means uncovering the repeating structures, behaviors, or properties within quantum materials or particles that are governed by the laws of quantum physics. These patterns can reveal how electrons move, interact, and organize at the atomic scale, which opens new doors for breakthroughs in material science and technology.

  • Explore fractal behavior: Investigate how certain quantum systems display self-repeating, intricate energy landscapes, such as the Hofstadter butterfly, to discover new forms of order.
  • Simulate real-time dynamics: Use quantum processors to observe and analyze complex phenomena like string interactions and quantum chaos, giving insight into processes that are impossible to track with conventional computers.
  • Map quantum geometry: Measure the unique shapes and arrangements of electron wave functions in solids to better design materials for quantum computing and advanced electronics.
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  • View profile for Eviana Alice Breuss

    Founder and CEO @ Tengena LLC | MD, PhD

    6,223 followers

    THE MYSTERY OF HOFSTADTER'S BUTTERFLY LAND The Hofstadter butterfly represents one of the most mysterios manifestations of fractal geometry in quantum physics, arising from the interplay between magnetic flux and periodic lattice potentials in two-dimensional electron systems. Originally predicted in 1976 by Douglas Hofstadter, the electrons confined within two-dimensional crystalline lattices under a strong magnetic field would exhibit a fractal energy spectrum. When plotted as a function of energy and magnetic field strength, the resulting structure reveals a strikingly intricate and symmetric pattern reminiscent of butterfly wings—Hofstadter’s butterfly. What makes this pattern remarkable is its fractal nature: it repeats itself across multiple scales, maintaining its complexity no matter how closely one zooms in. While fractals are abundant in nature, seen in snowflakes, ferns, and coastlines, they are exceedingly rare in quantum systems. Despite its theoretical elegance, direct spectroscopic observation of Hofstadter’s butterfly has remained elusive due to the impractically large magnetic fields required in conventional atomic lattices. Recent advances in Moiré superlattice engineering have enabled the realization of artificial periodic potentials with enlarged lattice constants, thereby reducing the magnetic field threshold necessary to access the Hofstadter regime. The study from Princeton University reported that the first direct spectroscopic visualization of Hofstadter’s butterfly using high-resolution STM/STS in twisted bilayer graphene (TBG) near the second magic angle. They directly measured the energy levels of electrons in a newly engineered quantum material and confirmed that they follow this fractal structure. Their observations reveal a repeating energy landscape that mirrors the self-similar Moiré interference pattern generated by rotational misalignment between graphene layers produces flat electronic bands with long-range periodicity, ideal for probing fractal band structures under experimentally accessible magnetic fields. Their measurements revealed the fractionalization of flat Moiré bands into discrete Hofstadter subbands, with clear signatures of self-similarity across energy scales. The observed spectrum evolves dynamically with carrier density, indicating the presence of strong electron–electron correlations and Coulomb interactions beyond the scope of Hofstadter’s original non-interacting model. These interactions induce modifications to the quantum geometry of the bands, leading to emergent topological features and correlated electronic states. This work not only confirms the existence of Hofstadter’s butterfly in a real material system but also establishes twisted bilayer graphene as a versatile platform for exploring fractal quantum phenomena, interaction-driven topological phases, and role of many-body effects in low-dimensional systems. #https://lnkd.in/eMaFHmyN

  • View profile for Jay Gambetta

    Director of IBM Research and IBM Fellow

    18,216 followers

    In an international collaboration, researchers from BasQ, CERN, UAM–CSIC, the Wigner Research Centre for Physics, and IBM have simulated the real-time dynamics of confining strings in a (2+1)-dimensional Z2-Higgs gauge theory with dynamical matter, leveraging a superconducting quantum processor with up to 144 qubits and 192 two-qubit layers (totaling 7,872 two-qubit gates). This work tackles a longstanding challenge in high-energy physics: understanding the real-time dynamics of confinement in gauge theories with dynamical matter—a crucial aspect of non-perturbative quantum field theory, including quantum chromodynamics (QCD). Classical methods face fundamental limitations in simulating these dynamics, often requiring indirect approaches such as asymptotic in-out probes in collider experiments. Quantum processors, by contrast, now offer the opportunity to observe the microscopic evolution of confining strings directly, opening new pathways for studying these complex phenomena in real time. To accomplish this, matter and gauge fields were encoded into superconducting qubits through an optimized mapping onto IBM’s heavy-hex architecture. By exploiting local gauge symmetries, the team applied a robust combination of error suppression, mitigation, and correction techniques—including novel methods such as gauge dynamical decoupling (GDD) and Gauss sector correction (GSC)—enabling high-fidelity observations of string dynamics, supported by 600,000 measurement shots per time step. The results reveal both longitudinal and transverse string dynamics—including yo-yo oscillations and endpoint bending—as well as more complex processes such as string fragmentation and recombination, which are essential to understanding hadronization and rotational meson spectra from first principles. To predict large-scale real-time behavior and benchmark the experimental results, the study integrates state-of-the-art tensor network simulations using the basis update and Galerkin methods. Altogether, this paper marks a significant milestone in the quantum simulation of non-perturbative gauge dynamics, showcasing how current quantum hardware can be used to explore real-time phenomena in fundamental physics. paper is here https://lnkd.in/eD89BKqi

  • View profile for Jens Eisert

    Professor of quantum physics @ FU Berlin, @ Helmholtz Center Berlin, and the @ Heinrich Hertz Institute. ERC Advanced Grant fellow. Previously professor @ Potsdam and Lecturer @ Imperial College London.

    10,841 followers

    Simulating quantum chaos without chaos https://lnkd.in/eezQkfgU It took me a while to accept that the main result of this work is not wrong, which I still find surprising. Concretely, #quantumchaos is a quantum many-body phenomenon that is associated with a number of intricate properties, such as level repulsion in energy spectra or distinct scalings of out-of-time ordered correlation functions. In this work, we introduce a novel class of "pseudochaotic" quantum Hamiltonians that fundamentally challenges the conventional understanding of quantum chaos and its relationship to computational complexity. Our ensemble is #computationallyindistinguishable from the Gaussian unitary ensemble (#GUE) of strongly-interacting Hamiltonians, widely considered to be a quintessential model for quantum chaos. Surprisingly, despite this effective indistinguishability, our Hamiltonians lack all conventional signatures of chaos: it exhibits Poissonian level statistics, low operator complexity, and weak scrambling properties. This stark contrast between efficient computational indistinguishability and traditional chaos indicators calls into question fundamental assumptions about the nature of quantum chaos. We, furthermore, give an efficient quantum algorithm to simulate Hamiltonians from our ensemble, even though simulating Hamiltonians from the true GUE is known to require exponential time. Our work establishes fundamental limitations on #Hamiltonianlearning and testing protocols and derives stronger bounds on #entanglement and #magicstatedistillation. These results reveal a surprising separation between #computational and #informationtheoretic perspectives on quantum chaos, opening new avenues for research at the intersection of quantum chaos, computational complexity, and quantum information. Above all, it challenges conventional notions of what it fundamentally means to actually observe complex quantum systems. Warm thanks to Andi Gu, Yihui QuekSusanne Yelin, and Lorenzo Leone for this fun, thought-provoking and wonderful Harvard University-Freie Universität Berlin-Helmholtz-Zentrum Berlin-collaboration. And thanks to our funders, in particular the Deutsche Forschungsgemeinschaft (DFG) - German Research Foundation, the Bundesministerium für Bildung und Forschung (Quantensysteme), the Munich Quantum Valley, MATH+, the QuantERA, BERLIN QUANTUM, and the European Research Council (ERC).

  • View profile for Keith King

    Former White House Lead Communications Engineer, U.S. Dept of State, and Joint Chiefs of Staff in the Pentagon. Veteran U.S. Navy, Top Secret/SCI Security Clearance. Over 12,000+ direct connections & 35,000+ followers.

    35,699 followers

    Physicists Measure Quantum Geometry for the First Time MIT researchers achieve a breakthrough in measuring the quantum shape of electrons in solids, unlocking new possibilities for quantum materials research. For the first time, physicists at MIT and their collaborators have directly measured the quantum geometry of electrons in solids—a property that was previously only inferred through theoretical calculations. The findings, published in the November 25 issue of Nature Physics, mark a significant leap in our understanding of the quantum behavior of materials. Why Quantum Geometry Matters: • Beyond Energy and Velocity: Scientists have long been able to measure the energy levels and velocities of electrons in crystalline materials. However, quantum geometry, which describes the shape of electron wave functions, remained elusive. • A New Measurement Blueprint: This study provides a methodology for directly probing quantum geometry, offering insights into electron behavior at the most fundamental level. Key Insights from the Study: 1. Direct Measurement Achieved: • Researchers successfully mapped the quantum geometry of electrons in a solid for the first time. 2. Broader Applicability: • The methods developed can be applied to any type of quantum material, not just the specific material studied in this research. 3. Technological Implications: • Understanding quantum geometry could lead to advancements in quantum computing, superconductivity, and other emerging technologies. Significance of the Breakthrough: • New Avenues for Research: The findings open the door for scientists to better understand and manipulate quantum materials. • Enhanced Material Design: Engineers can now design materials with precisely controlled quantum properties, optimizing them for specific applications. Quotes from the Researchers: • Riccardo Comin, MIT Associate Professor of Physics: “We’ve essentially developed a blueprint for obtaining some completely new information that couldn’t be obtained before.” • Mingu Kang, First Author and Kavli Postdoctoral Fellow: “This work could be applied to any kind of quantum material, not just the one we worked with.” The Future of Quantum Geometry: 1. Applications in Quantum Technologies: • Improved understanding of quantum geometry could enhance quantum computing platforms, topological insulators, and advanced superconductors. The Takeaway: The ability to measure the quantum geometry of electrons in solids represents a groundbreaking advance in quantum physics. With the methodology established in this research, scientists can now directly explore the quantum landscape of materials, leading to potential breakthroughs in quantum computing, energy storage, and next-generation electronic devices. This milestone sets the stage for a new era in quantum materials research, where the geometry of electrons is no longer hidden but a measurable and actionable property.

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