Matthias C. Caro

680 posts

Matthias C. Caro

Matthias C. Caro

@IMathYou2

Recent works: https://t.co/82LW1wR1IL and https://t.co/TGo7KGwknj Assistant Professor in quantum learning theory. He/Him

Coventry, UK Katılım Kasım 2017
399 Takip Edilen1.2K Takipçiler
Junseo Lee
Junseo Lee@harris_junseo·
@IMathYou2 This is so exciting! I’ll add it to the Quantum Learning Theory Zoo right away:) And thank you so much for the zoo repost — it really helps a lot! (I only recently created my X account, so the support means a lot!)
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Matthias C. Caro
Matthias C. Caro@IMathYou2·
I'm fascinated by desiderata beyond correctness in learning. 🤩 One such property is *privacy*. In our new work scirate.com/arxiv/2510.071…, inspired by Canetti & Karchmer's eprint.iacr.org/2021/764, we plant the seeds for defining and achieving privacy in quantum learning theory! 🌱
Abhishek Anand@qubishk

Can we reliably learn from untrusted, remote quantum data while keeping our learning strategy and outcomes private? In scirate.com/arxiv/2510.071…, we provide first answers with covert, verifiable quantum learning, extending Canetti–Karchmer ’21 to the quantum setting! 🧵👇

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Matthias C. Caro retweetledi
Junseo Lee
Junseo Lee@harris_junseo·
🚀 Happy to share the Quantum Learning Theory Zoo! I’ve been curating a reference page that collects key papers and resources in this fast-growing field: 🔗 harris-junseo-lee.github.io/quantum-learni… Always open to suggestions and missing papers—feel free to reach out!
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Matthias C. Caro
Matthias C. Caro@IMathYou2·
A huge thank you to my coauthors @qubishk , @non0knowledge , and Saachi Mutreja! Their crypto expertise was crucial for the collaboration, and I'm especially grateful that they patiently explained to me all the crypto concepts that I didn't know. 😅🙏
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Matthias C. Caro
Matthias C. Caro@IMathYou2·
New paper on Hamiltonian learning & testing! Assuming 2-body interactions, we give an optimal Hamiltonian certification procedure as well as (sample-)efficient algorithms for Gibbs learning and certification. For more, please see the excellent thread below by @hippoquantus . 🧵👇
Andreas Bluhm@hippoquantus

Happy to announce our new paper "Certifying and learning quantum Ising Hamiltonians" scirate.com/arxiv/2509.102… together with @IMathYou2 , Francisco Escudero Gutiérrez, Aadil Oufkir, and @CambyseRouze. We are focusing on 2-local Hamiltonians (so a bit more general than Ising).

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Matthias C. Caro
Matthias C. Caro@IMathYou2·
As part of the @QuantumYear2025, we had our Warwick Quantum Launch Event today at @warwickuni. A big thank you to our speakers and to all participants! I'm excited to see what we can achieve as part of this interdisciplinary research initiative in the coming years. 🚀 #IYQ2025
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Matthias C. Caro
Matthias C. Caro@IMathYou2·
There certainly are more people to thank, but I'll leave it at that for now. Looking forward to an exciting three days here in Berlin!
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