The Daily Qubit

⛄ Quantum just got colder -- think underground tunnel 2KM from the surface

Welcome to the Quantum Realm. 

Enjoy today’s breakdown of news, research, events & jobs within quantum.

I love to hear from you! Send me a message at [email protected] for musings, for fun, or for insight if it so appeals to you.

IN TODAY’S ISSUE:

  • Quantum computing is going underground — researchers receive grant to study affect of radiation on quantum tech

  • Three calcium ions key to quantum network speedup

  • QCNNs for malware detection

  • Plus, a github repo for variational-lse-solver framework, black hole blenders, and a treatise on quantum thermo. I’d rate this a 10/10 day for news & research.

  • AND check out the poll in the “Featured Jobs” section so I can continue molding this newsletter to your needs

TOP NEWS & RESEARCH

NEWS

QUANTUM COMPUTING IS GOING DEEP UNDERGROUND

The Brief Byte: Researchers from the University of Waterloo and the Chalmers University of Technology are partnering with the cosmic radiation experts at SNOLAB in a cross-disciplinary effort to understand more about the effect of radiation on decoherence in qubits.

Highlights:

  1. Sponsored by the US Army Research Office, the “Advanced Characterization and Mitigation of Qubit Decoherence in a Deep Underground Environment” grant will allow researchers the space and time they need to further explore the link between cosmic rays and qubits.

  2. We’ve recently identified that cosmic radiation has been one source of noise in NISQ devices; a qubit hit by a high energy particle will result in the propagation of quantum error to neighboring qubits.

  3. The purported lowest muon flux in the world of SNOLAB along with the Canadian Shield that shields high energy particles from space makes this facility the ideal environment to isolate noise from radiation effects.

RESEARCH

PHOTON TRIPLET SPEEDS UP QUANTUM NETWORK

(Credit: D. Jordan/IQOQI Innsbruck)

The Brief Byte: Viktor Krutyanskiy and his team at the University of Innsbruck have significantly increased the transmission rate of quantum information by successfully sending groups of three entangled photons through a 101-km optical fiber, more than doubling the previous success rates of single-photon transfers.

Highlights:

  1. They used an optical cavity to trap calcium ions capable of emitting a photon entangled with the ion. This was essential for maintaining quantum network connections over long distances.

  2. The team achieved a new success rate of 2.9 entangled photons per second across a fiber link extending 101 kilometers. The previously recorded rate was 1.2 per second with the single-ion method.

RESEARCH

OVERVIEW OF “LAYERED UPLOADING FOR QUANTUM CONVOLUTIONAL NEURAL NETWORKS”

Neural Network Representation (I just love these, don’t you?)

The Brief Byte: Researchers are investigating the potential of QCNNs in malware detection with new architecture proposal where data is uploaded along the length of a quantum circuit versus adding additional qubits to handle the data.

Highlights:

  1. The new QCNN architecture is evaluated against standard models using two datasets: the MNIST for image classification and a malware-specific dataset consisting of benign and malicious PE file images.

  2. One of the benefits of the new QCNN architecture is that it allows for effective information utilization in scenarios with limited data and computational resources.

  3. Ultimately, the architecture encodes more features per layer without enlarging the quantum circuit, showing improved performance in classification tasks over traditional QCNNs.

MORE BRIEF BYTES

ENTANGLED INSIGHTS

CODE TIP

VARIATIONAL LSE SOLVER LIBRARY

Researchers have developed a user-friendly “variational-lse-solver” framework which builds off of and enhances existing approaches. The framework is designed for those developing end-to-end applications.

EVENTS

FEATURED JOBS

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UNTIL TOMORROW.

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