Davide Tisi
@dtisi.bsky.social
Condensed matter physicist working with machine learning, PhD at SISSA and currently a post-doc in Ecole Polytechnique Fédérale de Lausanne at
@labcosmo.bsky.social
@labcosmo.bsky.social
Reposted by Davide Tisi
👏 Congratulations to Prof. @micheleceriotti.bsky.social (@labcosmo.bsky.social) and Prof. Roland Logé (LMTM)
on their promotion to Full Professor of Materials Science in the School of Engineering!
More info: actu.epfl.ch/news/appoint...
on their promotion to Full Professor of Materials Science in the School of Engineering!
More info: actu.epfl.ch/news/appoint...
September 19, 2025 at 9:15 AM
👏 Congratulations to Prof. @micheleceriotti.bsky.social (@labcosmo.bsky.social) and Prof. Roland Logé (LMTM)
on their promotion to Full Professor of Materials Science in the School of Engineering!
More info: actu.epfl.ch/news/appoint...
on their promotion to Full Professor of Materials Science in the School of Engineering!
More info: actu.epfl.ch/news/appoint...
Reposted by Davide Tisi
📢 Now out on @physrevx.bsky.social energy, journals.aps.org/prxenergy/ab... from 🧑🚀 @dtisi.bsky.social and Hanna Türk, our #PET -powered study of the dynamic reconstruction of LPS surfaces, and how it affects their structure, stability and reactivity.
August 27, 2025 at 6:54 AM
📢 Now out on @physrevx.bsky.social energy, journals.aps.org/prxenergy/ab... from 🧑🚀 @dtisi.bsky.social and Hanna Türk, our #PET -powered study of the dynamic reconstruction of LPS surfaces, and how it affects their structure, stability and reactivity.
Just before my last week in @labcosmo.bsky.social. Our metatensor and metatomic paper is out! A collection of the hard work we’ve done at @labcosmo.bsky.social to make atomistic machine learning easier to use for experts and not alike.
🚨 #machinelearning for #compchem goodies from our 🧑🚀 team incoming! After years of work it's time to share. Go check arxiv.org/abs/2508.15704 and/or metatensor.org to learn about #metatensor and #metatomic. What they are, what they do, why you should use them for all of your atomistic ML projects 🔍.
August 22, 2025 at 9:56 AM
Just before my last week in @labcosmo.bsky.social. Our metatensor and metatomic paper is out! A collection of the hard work we’ve done at @labcosmo.bsky.social to make atomistic machine learning easier to use for experts and not alike.
Reposted by Davide Tisi
📢 Running molecular dynamics with time steps up to 64fs for any atomistic system, from Al(110) to Ala2? Thanks to 🧑🚀 Filippo Bigi and Sanggyu Chong, with some help from Agustinus Kristiadis, this is not as crazy as it sounds. Let us briefly introduce FlashMD⚡ arxiv.org/html/2505.19...
May 27, 2025 at 7:03 AM
📢 Running molecular dynamics with time steps up to 64fs for any atomistic system, from Al(110) to Ala2? Thanks to 🧑🚀 Filippo Bigi and Sanggyu Chong, with some help from Agustinus Kristiadis, this is not as crazy as it sounds. Let us briefly introduce FlashMD⚡ arxiv.org/html/2505.19...
Reposted by Davide Tisi
The PET-MAD universal forcefield mingled with the dark side, and got twice as fast 🚀. Read on, or head to the 🧑🍳📖 atomistic-cookbook.org/examples/pet..., if you are curious of what this is all about. #atomistic-cookbook #compchem #machinelearning #mlip🧵
May 7, 2025 at 5:24 AM
The PET-MAD universal forcefield mingled with the dark side, and got twice as fast 🚀. Read on, or head to the 🧑🍳📖 atomistic-cookbook.org/examples/pet..., if you are curious of what this is all about. #atomistic-cookbook #compchem #machinelearning #mlip🧵
Last week, we continued @labcosmo.bsky.social's study of solid-state electrolytes, focusing on the properties of the LPS surfaces arxiv.org/abs/2504.11553. Many thanks to my office mate Hanna Tuerk, who did a lot of the work
Reconstructions and Dynamics of $β$-Lithium Thiophosphate Surfaces
Lithium thiophosphate (LPS) is a promising solid electrolyte for next-generation lithium-ion batteries due to its superior energy storage, high ionic conductivity, and low-flammability components. Des...
arxiv.org
April 21, 2025 at 9:25 AM
Last week, we continued @labcosmo.bsky.social's study of solid-state electrolytes, focusing on the properties of the LPS surfaces arxiv.org/abs/2504.11553. Many thanks to my office mate Hanna Tuerk, who did a lot of the work
Reposted by Davide Tisi
Find (many) more benchmarks and tests in the preprint arxiv.org/html/2503.14..., try PET-MAD for yourself, and let us know if you manage to break it - we're already working towards PET-MAD-2 😅 #compchem @nccr-marvel.bsky.social @materials-epfl.bsky.social @erc.europa.eu @cscsch.bsky.social
PET-MAD, a universal interatomic potential for advanced materials modeling
arxiv.org
March 19, 2025 at 7:23 AM
Find (many) more benchmarks and tests in the preprint arxiv.org/html/2503.14..., try PET-MAD for yourself, and let us know if you manage to break it - we're already working towards PET-MAD-2 😅 #compchem @nccr-marvel.bsky.social @materials-epfl.bsky.social @erc.europa.eu @cscsch.bsky.social
Reposted by Davide Tisi
@labcosmo.bsky.social continuing its strong performance with Davide Tisi's talk on transport mechanisms in solid-state electrolytes!
April 9, 2025 at 2:35 PM
@labcosmo.bsky.social continuing its strong performance with Davide Tisi's talk on transport mechanisms in solid-state electrolytes!
Reposted by Davide Tisi
📢 PET-MAD has just landed! 📢 What if I told you that you can match & improve the accuracy of other "universal" #machinelearning potentials training on fewer than 100k atomic structures? And be *faster* with an unconstrained architecture that is conservative with tiny symmetry breaking? Sounds like 🧑🚀
March 19, 2025 at 7:23 AM
📢 PET-MAD has just landed! 📢 What if I told you that you can match & improve the accuracy of other "universal" #machinelearning potentials training on fewer than 100k atomic structures? And be *faster* with an unconstrained architecture that is conservative with tiny symmetry breaking? Sounds like 🧑🚀