Jannes Nys @JannesNys
Postdoc working on computational quantum physics (@EPFL_en, @cqs_lab). PhD in theoretical hadron physics. Lausanne, Switzerland Joined September 2018-
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🚨"Can we simulate (ab initio!) the quantum dynamics of strongly correlated electronic systems with variational Monte Carlo?" We answer this question in our latest preprint, arxiv.org/abs/2403.07447 ! (spoiler: yes, we can! 🤯) With @gppcarleo @pgabbo0
🚨"Can we simulate (ab initio!) the quantum dynamics of strongly correlated electronic systems with variational Monte Carlo?" We answer this question in our latest preprint, arxiv.org/abs/2403.07447 ! (spoiler: yes, we can! 🤯) With @gppcarleo @pgabbo0
It was very fun to present the "Wasserstein Quantum Monte Carlo" poster, next to @wellingmax at #NeurIPS2023. This work was led by my exceptional postdoc @k_neklyudov, who unfortunately couldn't attend the conference.
Finally, several improvements and polishing throughout netket have been contributed by @JannesNys , @pgabbo0 and others. Fermions have now a more intuitive and faster interface, as well as Continuous Space objects, and the documentation of NN architectures improved.
We had a very productive @cqs_lab group retreat last week, enjoying the beauty of southern Italy (Greek temples, pizzas, and buffaloes included) and discussing quantum physics, @NetKetOrg and more!
I'm excited to share that our paper got accepted for #NeurIPS2023 as a spotlight! @JannesNys @lucaathiede @carrasqu @lqiang67 @wellingmax @AliMakhzani
I'm excited to share that our paper got accepted for #NeurIPS2023 as a spotlight! @JannesNys @lucaathiede @carrasqu @lqiang67 @wellingmax @AliMakhzani
Started in 2018, NetKet @NetKetOrg was the first open-source library for machine learning and many-body quantum physics ever released, and we are proud to see it being used by an increasing number of researchers! With version 3 (released in 2021 thanks to the efforts of many and…
New paper 🚨: Real-time dynamics of thermal states! We show how neural quantum states can accurately produce time-dependent finite-T observables in 2D. We also introduce a novel autoregressive neural density operator. With @zdenis_ @gppcarleo @cqs_lab scirate.com/arxiv/2309.070…
Wasserstein QMC (arxiv.org/abs/2307.07050) is now supported in the FermiNet Github repo. Many thanks to @k_neklyudov for making it happen! github.com/deepmind/fermi…
Really cool to see the hardcore ML people getting into quantum Monte Carlo! Lots of opportunity for connections between disciplines.
Really cool to see the hardcore ML people getting into quantum Monte Carlo! Lots of opportunity for connections between disciplines.
Wasserstein Quantum Monte Carlo is a new method for the ground state estimation of a quantum system arxiv.org/abs/2307.07050 ML community might find this methodology interesting since it applies far beyond QM + @JannesNys @lucaathiede @carrasqu @lqiang67 @wellingmax @AliMakhzani
And now for a delayed update on Fermions! We studied ultra-cold Fermi gases with attractive short-range interactions. The model yields superfluid behavior of different natures by tuning the range of interactions, from a BEC to a BCS of tightly bound pairs of electrons. To…
Very excited to share our work on modeling fermionic systems in continuous space @cqs_lab . By rethinking every single ingredient (architecture, optimization, symmetry,..), we were able to obtain highly accurate ground states, and larger system sizes, at a fraction of the cost!
Very excited to share our work on modeling fermionic systems in continuous space @cqs_lab . By rethinking every single ingredient (architecture, optimization, symmetry,..), we were able to obtain highly accurate ground states, and larger system sizes, at a fraction of the cost!
Blackboards with Mont Blanc in the background. This can only lead to interesting discussions next week! Quantum-Classical Quantum Simulation (#QCQS workshop) @EPFL_en @BernoulliCenter
Blackboards with Mont Blanc in the background. This can only lead to interesting discussions next week! Quantum-Classical Quantum Simulation (#QCQS workshop) @EPFL_en @BernoulliCenter
I will be presenting our work on an efficient method to simulate the dynamics of cat-qubits at the #APSMarch meeting! Tuesday, 5pm, room Room 406 march.aps.org/sessions/K72/11
Tomorrow I will present at #APSMarch our recent work with @gppcarleo and @philipVinc. If you are interested in hybrid quantum-classical algorithms, come check it out!! @cqs_lab @EPFL_en @APSMeetings march.aps.org/sessions/B70/4
I will be presenting our work on variational solutions of local fermion-to-qubit mappings at #APSMarch this week in Las Vegas. march.aps.org/sessions/F62/10
Giuseppe Carleo @gppcarleo
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Is a barren plateau landscape trainable? If we start close to the actual solution, then probably yes!? Here we study variational quantum simulation to explore whether warm starts can be a possible solution to exponential concentration. scirate.com/arxiv/2404.100…
Looking forward to delivering my keynote at this event.
Bereid je voor op een extra feestelijke editie van #ITFFlanders2024, ter ere van 40 jaar imec en onze reis tot chiplabo van de wereld. Kom op 22/05 naar Antwerpen en ontdek de kracht van microchips en digitale technologieën! Preview van enkele topsprekers👇imecitf.com/2024/flanders
We will be expanding the team rapidly over the next few months so if you are interested in applying AI to critical challenges, please stay tuned!
After two good years at Microsoft Research AI4Science, I am very excited to announce that as of this month I have, together with Chad Edwards, co-founded a new startup in the field of molecular and materials discovery.
World Quantum Day in The Netherlands meant the release of our *national quantum course* 🎉 Freely accessible, but you'll need to know some Dutch ;)! #WorldQuantumDay
New preprint out with Zakari Denis @cqs_lab! using specifically designed neural quantum states we obtain the most accurate variational description so far of interacting lattice bosons in 2D, without truncating the local Hilbert space and scalable to hundreds or more of sites, on…
Today on the arxiv 👀: arxiv.org/abs/2404.07869 Can interacting lattice bosons be faithfully described with NQS? Our answer is yes, via deep neural backflow transformations. We simulate Bose Hubbard across all interaction values and scale up to 20x20 lattices! @cqs_lab @gppcarleo
We are very excited about the 2-week long IQuS workshop on ``Pulses, Qudits and Quantum Simulations'' organized by Yujin Cho, Ravi Naik, Alessandro Roggero and Kyle Wendt that starts Monday in Seattle. For more details, see iqus.uw.edu/events/pulsesq…
19 years after the original one arxiv.org/abs/cond-mat/0…, we finally construct the 2-D Jordan-Wigner transformation on the torus without breaking any lattice symmetries arxiv.org/abs/2404.07727 : 2 charge sectors and 4 (twisted) boundary conditions get exchanged. @laurens_lootens
Join us for the next QSE Quantum Seminar in one week on April 11 with @carrasqu for his talk "Language Models for the Simulation of Quantum Many-Body Systems" 🗓️ Thursday April 11 ⏰ 12:00-13:30 📍MA A3 30 🍕🥤 memento.epfl.ch/event/qse-quan…
I have a new paper with Andrew Jreissaty where we study the statistical mechanics of the Ising model on a Renyi ensemble arxiv.org/abs/2404.04005
@karpathy I think you are rediscovering the concept of “vacation”.
When anyone asks me which interpretation of quantum mechanics to believe I try to get together this brilliant quote by @PeterShor1
Congratulations to CQSL group members @GianGentinetta and @frmetz on their first publication at EPFL!
Accepted and published in Quantum: Overhead-constrained circuit knitting for variational quantum dynamics by Gian Gentinetta, Friederike Metz, and Giuseppe Carleo doi.org/10.22331/q-202…
People who do numerics are aware of this phenomenon and refer to it as “sudden death of entanglement”. However, to our knowledge, no mathematically rigorous version of this is known. Prior work generally bounds entanglement in Gibbs states via measures of correlation,
Consider a system of locally interacting qubits in thermal equilibrium. We show: above a fixed constant temperature, these states are *fully unentangled* and *easy to prepare*! Joint work with @AineshBakshi, Allen Liu, and Ankur Moitra. I find the entanglement result surprising;
New preprint✨ Are you wondering if doped stabilized states occur in nature, and if it's possible to use Clifford+T simulations in many-body physics? scirate.com/arxiv/2403.149…👈 1/6🧵
@RiverLane_io is 100% QEC. In the early days RL worked on NISQy algorithms, but pivoted about 3 years ago. So if you look at older papers you might get a NISQy vibe. But if you look at the website, products or papers from the last year or two, it is pure QEC.
I get the sense that most quantum software startups are focussed on a NISQ advantage. Who is out there betting on fault-tolerance?
Just finished my first talk on solvable entanglement dynamics utilizing the idea of space-time duality🎉🥳I believe we can achieve more interesting physics with the idea Love the academic atmosphere in CQT🙇🏻Thanks a lot for giving me the chance to share my work @ValerioScarani