Minzhao Liu's Avatar

Minzhao Liu

@minzhaoliu

Quantum computing @ JPMorganChase

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02.03.2025
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Latest posts by Minzhao Liu @minzhaoliu

Unlike conventional approaches that treat the quantum processor as a black box simply producing results after receiving instructions, we leverage the ability to manipulate a coherent quantum state dynamically.

06.11.2025 12:51 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

We generate and store high-fidelity and computationally complex quantum states and remotely manipulate and probe such states with instructions sent in real-time.

06.11.2025 12:50 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I was fortunate enough to publish a paper on the same day as Helios launch, showcasing the power of Helios. We report a dynamic approach for certified randomness amplification scirate.com/arxiv/2511.0...

06.11.2025 12:50 πŸ‘ 2 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0
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HSBC unleashes yet another β€œqombie”: a zombie claim of quantum advantage that isn’t Today, I got email after email asking me to comment on a new paper from HSBCβ€”yes, the bankβ€”together with IBM. The paper claims to use a quantum computer to get a 34% advantage in predic…

Aaronson captures the essence of typical "quantum applications" research.

"If it seems like I’m being harsh, it’s because to my mind, the entire concept of this sort of study is fatally flawed from the beginning, optimized for generating headlines rather than knowledge."

scottaaronson.blog?p=9170

26.09.2025 14:14 πŸ‘ 9 πŸ” 3 πŸ’¬ 1 πŸ“Œ 0

We examined the possibility of utilizing certified randomness for cryptography, non-interactive zero-knowledge proofs, blockchains, and more.

08.07.2025 00:40 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Applications of certified randomness - Nature Reviews Physics Randomness is used in many applications where unpredictability is often paramount to ensure fairness and security. This Perspective discusses how quantum computation can generate certified randomness ...

Back in March, we published in Nature our experimental breakthrough of certified randomness using quantum advantage. I'm pleased to announce that our perspective article on the potential applications of this approach is now published on Nature Review Physics! www.nature.com/articles/s42...

08.07.2025 00:38 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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On the JPMC/Quantinuum certified quantum randomness demo These days, any quantum computing post I write ought to begin with the disclaimer that the armies of Sauron are triumphing around the globe, this is the darkest time for humanity most of us have ev…

scottaaronson.blog?p=8746

26.03.2025 22:23 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Applications of Certified Randomness Certified randomness can be generated with untrusted remote quantum computers using multiple known protocols, one of which has been recently realized experimentally. Unlike the randomness sources acce...

scirate.com/arxiv/2503.1... for some potential applications

26.03.2025 17:40 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Certified randomness using a trapped-ion quantum processor - Nature Certifiably random bits can be generated using the 56-qubit Quantinuum H2-1 trapped-ion quantum computer accessed over the Internet.

If you ever wished that quantum supremacy experiments such as random circuit sampling can actually be useful, then you should be happy to see our results published on #Nature today! www.nature.com/articles/s41... This is a step towards commercial usefulness of quantum computing.

26.03.2025 17:34 πŸ‘ 4 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Exactly what X is doesn't really matter. But if you write a paper claiming a computational task is hard (if you don't claim it's hard, why build a quantum computer?), you have to provide the number. I need to see a ridiculously large enough number, whether it has 10 or 100 zeros is less important.

14.03.2025 18:15 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I am just eager to see the biclique case studied and you guys are the most prepared to do it justice. I do think the results as is is already significant, because infinite dimensional lattice is less physically motivated compared to two and three dimensional lattices.

13.03.2025 13:36 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I'm trying to push you guys to study the biclique lattice because I am eager to see it! I do think your results are highly significant as is because it's hard to imagine infinite dimensional lattices being physically practical for useful things.

13.03.2025 13:34 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I agree if they do another experiment and try to claim supremacy, they have the burden of proof and need to rule out your method. Here, however, your results are the more recent one.

13.03.2025 13:31 πŸ‘ 0 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0

And I think it's an important question to have a good answer for, since it relates to the fundamental feasibility for quantum annealers to be useful.

13.03.2025 12:42 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I strongly advocate for this to be tested to have a definitive answer. I think one cannot make a claim that D-wave's experiment has no quantum advantage if this case is not reproduced with comparable error, especially when it is highly plausible that this case might be harder.

13.03.2025 12:41 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

The biclique lattice also remains hard under both classical simulation techniques, hence they only simulate two and three dimensional lattices.

13.03.2025 11:40 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Scaling up perhaps requires a supercomputer, which are hard to acquire and requires significant engineering effort. These folks are scientists and are not interested in writing high performance software. The message of the papers are the techniques and the theory.

13.03.2025 11:38 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Congratulations on the nice results! Is it possible to run the method on the biclique lattice?

12.03.2025 12:10 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I do highly recommend a read. The authors came from different specialization with different perspectives on tensor networks, and I think I can safely say everyone learned things they didn't know about tensor networks when writing it.

12.03.2025 11:56 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Tensor networks for quantum computing In the rapidly evolving field of quantum computing, tensor networks serve as an important tool due to their multifaceted utility. In this paper, we review the diverse applications of tensor networks a...

Thanks to my collaborator at JPMORGANCHASE, Quantinuum, Terra Quantum, Nvidia, Google, NASA, Caltech, and UBC! scirate.com/arxiv/2503.0...

12.03.2025 11:24 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Is it the case that the infinite dimensional case of D-wave's paper is still hard?

10.03.2025 20:12 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0