iiinova — where your digital self keeps evolving

Joseph Bowles @josephbowles.bsky.social · 05/05/2026

We have a number of algorithms researcher positions open at Xanadu xanadu.applytojob.com/apply/DOsqHo... This includes the QML team, so please apply if you are interested! (remote work is a possibility in exceptional circumstances)

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Reposted by Joseph Bowles

Tamás Kriváchy @krivachytamas.bsky.social · 04/11/2025

5️⃣/🔟 In Scientific Reports, 5 of the top 10 most cited articles have an article number of 1. 5️⃣/🔟 In Nature Communications the same: 5 of the top 10 are article 1s. Coincidence? 👇 scirate.com/arxiv/2511.0... I think not.

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Joseph Bowles @josephbowles.bsky.social · 06/03/2025

Very excited to release our latest paper on generative QML. Much to our own surprise, we show that it is feasible to train quantum models with up to a thousand qubits and hundreds of thousands of parameters, all on classical hardware. scirate.com/arxiv/2503.0...

scirate.com

Train on classical, deploy on quantum: scaling generative quantum machine learning to a thousand qubits

We propose an approach to generative quantum machine learning that overcomes the fundamental scaling issues of variational quantum circuits. The core idea is to use a class of generative models based ...

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Joseph Bowles @josephbowles.bsky.social · 20/01/2025

We recently released a software package to optimize IQP circuits that scales to millions of qubits and gates. Our main motivation was quantum machine learning (paper on the way!), but we believe there could be many other applications. arxiv.org/abs/2501.04776 github.com/XanaduAI/iqp...

arxiv.org

IQPopt: Fast optimization of instantaneous quantum polynomial circuits in JAX

IQPopt is a software package designed to optimize large-scale instantaneous quantum polynomial circuits on classical hardware. By exploiting an efficient classical simulation algorithm for expectation...

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