Computational Relative Entropy
Our capacity to process information depends on the computational power at our disposal. Information theory captures our ability to distinguish states or communicate messages when it is unconstrained w...
Should also mention concurrent and complementary work tat came out today (scirate.com/arxiv/2509.2...) by @jjmeyer.bsky.social et al.
He also wrote a nice thread βοΈ about relative entropies und why computational constraints we both consider matter. Check it out
26.09.2025 13:33
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As a fun aside, I am very happy with the continuity bound and its proof. It contains, I think, a very fun and beautiful, but out of context meaningless formula that I want to leave you with. Made me reflect about beauty in maths. And I'd never thought so many different Ms could have real meaning.
26.09.2025 07:35
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βοΈ Computational Quantum Resources Theory:
We introduce complexity-aware resource measures, prove an asymptotic continuity bound, and demonstrate explicit separations from the information-theoretic regime (e.g.,Β entanglement) implying that computational restrictions do matter in practice.
26.09.2025 07:35
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π Computational Hypothesis Testing:
Even with many copies, the asymmetric hypothesis-testing exponent (Steins exponent) achievable by efficient measurements is upper-bounded by the regularized computational measured relativeΒ entropy.
26.09.2025 07:35
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β¨ We introduce computational versions of the max-divergence (via some beautiful conical structures in QIT) and measured RΓ©nyi divergences. We analyze their behavior under efficient operations and show that they from a cohesive framework (for Ξ±ββ they coincide).
Further we consider two applications
26.09.2025 07:35
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In practice, experiments are fundamentally bound to efficiently implementable operations. π§ͺ
Together with Alvaro YΓ‘ngΓΌez and Thomas A. Hahn, we formalize quantum state discrimination and resource quantification under these efficiency constraints. π»
26.09.2025 07:35
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We present a βquantumβ extension of mixed matrix norms showing hardness results for among other the tasks of computing the minimal output RΓ©nyi entropy of entanglement breaking (EB) channels (1->p) and the optimal one-shot distinguishability of a difference of EB channels (1->1).
14.07.2025 12:19
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And I am thankful to my coauthors and teachers @angelacapel.bsky.social, @alvalhambra.bsky.social, and Cambyse RouzΓ© for your guidance and patience along the way, and from whom I learned and continue to learn a lot.
03.07.2025 16:26
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Rapid Thermalization of Dissipative Many-Body Dynamics of Commuting Hamiltonians - Communications in Mathematical Physics
Quantum systems typically reach thermal equilibrium rather quickly when coupled to a thermal environment. The usual way of bounding the speed of this process is by estimating the spectral gap of the d...
I am very happy to announce that my first published article βRapid Thermalization of Dissipative Many-Body Dynamics of Commuting Hamiltoniansβ is now published in Communications in Mathematical Physics.
rdcu.be/euy1Y
I feel honored and humbled to have been accepted in such a prestigious journal.
03.07.2025 16:26
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PhD position in Quantum Information Theory at Inria/Telecom Paris | Quantiki
PhD position in Quantum Information Theory at Inria/TΓ©lΓ©com Paris
www.quantiki.org/position/phd...
12.04.2025 09:57
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Postdoc position in Quantum Information Theory at TΓ©lΓ©com Paris, Institut Polytechnique de Paris | Quantiki
Postdoc position in Quantum Information Theory at TΓ©lΓ©com Paris, Institut Polytechnique de Paris @ipparis.bsky.social
www.quantiki.org/position/pos...
12.04.2025 10:17
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This was a really enjoyable joint work with Omar Fawzi, Cambyse RouzΓ©, and Thomas van Himbeeck.
arxiv.org/abs/2502.01611
04.02.2025 09:13
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These norms can be defined for arbitrary many indices. In particular for two they give nice expression for certain entropic quantities, which are why most applications restrict to those.
Importantly we give more tractable formulas for 3+ indexed ones opening the way to many more QI-applications
04.02.2025 09:13
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Our main technical tool are norms on so called operator values Schatten spaces. We can these βmulti-index Schatten normsβ.
Even though they have been knows since ~80, their usefulness is QIT was realized in ~06, yet they still seems somewhat niece in the QI community.
04.02.2025 09:13
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On the applications side do we generalize and give new results that are of interest in quantum cryptography and e.g. for entropy accumulation theorems.
But in particular do we want to highlight the bridge and usefulness of operator space in quantum information theory.
See also [Beigi,Goodarzi 22]
04.02.2025 09:13
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Additivity and chain rules for quantum entropies via multi-index Schatten norms
The primary entropic measures for quantum states are additive under the tensor product. In the analysis of quantum information processing tasks, the minimum entropy of a set of states, e.g., the minim...
Iβm very happy to announce our new work on Additivity and chain rules for conditional entropies via βmulti-indexed Schatten normsβ.
We use tools from operator space theory that in a rather βsimpleβ way give non-trivial chain rules and additivity statements.
Find it at:
arxiv.org/abs/2502.01611
04.02.2025 09:13
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I added some memory to this quantum feed.
Let's see if this works.
The quantum community out here seems to get more lively with time.
Still slower than X somehow.
Convince your friends to join here.
bsky.app/profile/did:...
19.01.2025 17:16
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Wordshop
Iβm not quite sure if I have the right audience here, but in case you speak both German and are in Munich there will be a reading of a short story I wrote about a funny encounter with the fascination behind physics.
Infos: www.ja.tum.de/ja/events/wo...
The event will, however, only be in German.
13.01.2025 17:36
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As for non-hypercubic systems, usually if the growth constant or the degree is bounded qualitatively similar results should hold. Ours pretty surely extend.
Otherwise you may need much stronger assumptions to get decay.
05.12.2024 08:40
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Q.random walks are also a tool to prove efficiency state preparation, but I am not an expert on that. I think you also points to what happens to correlations over time (OTOC) which is interesting to look into. They can prob. also yield rapid mixing if you look at the right (prob. entropic) ones.
05.12.2024 08:35
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We show that for so called βmarginal commuting Hamiltoniansβ at unif. high temperature the MCMI is exponentially decaying.
However, the case for Gibbs states of general Hamiltonians is still open!
Will be giving a talk ablut this in about 2 weeks in a workshop @unituebingen.bsky.social
03.12.2024 13:20
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To go beyond the 1D or the nearest neighbor setting we introduce the Matrix valued quantum Conditional Mutual Information (MCMI) to the Davies mixing setting. Interestingly the MCMI has been studied before, among others in arXiv:1910.09425v2.
However, the question stands: When does it decay?
03.12.2024 12:22
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x.com
For a more technical yet succinct π§΅ see Angelas X
x.com/angelacapelc...
03.12.2024 11:59
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And lastly, this was me recently presenting a poster at @ IP-Paris about this work. It took up a lot of my first year of PhD and was in the works for a very long time...
03.12.2024 10:50
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It's also out in SciRate now, so fell free to check it out there. I want to sincerely thank my co-authors, Γngela Capel, Paul Gondolf, and my supervisor Cambyse RouzΓ©.
And @dulwichquantum.bsky.social for the inspiration to the memes. Not sure if they are good though?
03.12.2024 10:50
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