Alessandro Sinibaldi

28 posts

Alessandro Sinibaldi

Alessandro Sinibaldi

@sinibandro

PhD in ML for quantum (@cqs_lab, @EPFL) | jazz saxophone player

Katılım Ekim 2021
206 Takip Edilen99 Takipçiler
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Giuseppe Carleo
Giuseppe Carleo@gppcarleo·
I am giving an invited talk tomorrow (March 17 at 3:30 PM in Room 507) at #APSGlobalPhysics26 in Denver, if you are around and want to catch up let me know !
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Giuseppe Carleo
Giuseppe Carleo@gppcarleo·
It's the second time in less than a week that an @arxiv submission from my group is placed on hold (quant-ph). Never happened to me before, what's going on?
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Jannes Nys
Jannes Nys@JannesNys·
Thrilled that our work on neural quantum dynamics has been published in @NatureComms! Discover our fermionic variational wave functions and novel approaches to real-time variational dynamics! Includes: new higher order propagator expansions, new fidelity estimates, etc @cqs_lab
Jannes Nys@JannesNys

🚨 New quantum dynamics method: arxiv.org/abs/2403.07447 We found that factorizing the propagator into its Taylor roots provides the ideal framework for time-evolving neural quantum states in continuous space at higher orders. Introducing tre-tVMC! @cqs_lab

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Alessandro Sinibaldi
Alessandro Sinibaldi@sinibandro·
Be careful when you apply for a grant/research prize. Make sure you know all the nonsensical non-written rules the issuer has in mind.
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Giuseppe Carleo
Giuseppe Carleo@gppcarleo·
Amazing news! Riccardo Rossi of @cqs_lab @EPFL_en has been recognized with the Hermann Kümmel Early Achievement Award for "groundbreaking advances in computational quantum field theory for many-fermion problems, including determinant algorithms for connected-diagram expansions and resummation techniques, leading to key results on the unitary Fermi gas and the Hubbard model". Congratulations Riccardo, so well deserved! actu.epfl.ch/news/riccardo-…
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Giuseppe Carleo
Giuseppe Carleo@gppcarleo·
Today, I got tenure. It has been a tough, long journey, started 17 years ago with the beginning of my PHD @Sissaschool. 4 Countries, 5 Different Cities, and ~80 papers later, I found my academic home @EPFL . I want to thank all present and past members of @cqs_lab @EPFL for their dedication and hard work; all the kind people who have supported me during these years, especially @MompeanBotias; Sandro Sorella and all the fantastic people from whom I have learnt the things I know; all the people who have hated my work; all the people who have loved my work. Finally, let me also thank @vinniesavon, for being a great mentor in the past 3 years in Lausanne. ethrat.ch/en/appointment…
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Indaco Biazzo
Indaco Biazzo@ocadni·
📢 New research Alert: I'm happy to share our latest work, "Sparse Autoregressive Neural Networks for Classical Spin Systems", with @gppcarleo and Dian Wu at the @cqs_lab of EPFL! Here: arxiv.org/html/2402.1657… 🧬💻 A thread 🧵 1/6
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Giuseppe Carleo
Giuseppe Carleo@gppcarleo·
🌟🚀 2023's Top Papers on Neural Quantum States! A year of many innovative approaches blending ML with quantum science. Here are my top picks: 1. Fast Quantum Natural Gradient (SR), our favorite optimizer, now scaling linearly for small batch sizes bit.ly/41FDnp1 2. Fidelity with variance-reduced estimators, and projected tVMC without bias bit.ly/41upA4J 3. Excited states with an extended-space determinant trick bit.ly/3NCOjhi 4. Neural Pfaffians in continuous space for electron pairing and more bit.ly/3GV2xqa 5. Generalized Neural Wave Functions for chemistry bit.ly/3NCOvx2 6. Free-Energy optimization for dense hydrogen bit.ly/3Ryz2zt 📈 Overall, we have seen incredible progress on hard benchmarks, and NQS are the most accurate techniques now available for many ground-state problems: e.g., the electron gas bit.ly/3NCkugN, the J1-J2 model bit.ly/3NCd0dW, and much more bit.ly/3NDMtgp. Most of the methodological developments above are available or will be available shortly in netket.org, so make sure to check it out and discover the future of NQS with @NetKetOrg ! #NeuralQuantumStates #ML4Science #TopPicks2023
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Zoe Holmes
Zoe Holmes@qZoeHolmes·
🎄The inaugural EPFL quantum theory Christmas party, with @gppcarleo and @vinniesavon, was a success. 🎄 It featured an obscene quantity of cheese 🧀 (ofc), slide karaoke 🎤⚛️ (highly recommend), and, most importantly, some outrageous dancing 👯‍♂️ (I'll spare you the photos).
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Jannes Nys
Jannes Nys@JannesNys·
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…
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Computational Quantum Science Lab
A recent review article in Nature Reviews Chemistry presents a comprehensive analysis of the integration of neural-network wave functions within quantum chemistry. More info/link to the paper in here actu.epfl.ch/news/quantum-c…
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