Jean-Philip Piquemal
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jppiquem.bsky.social
Jean-Philip Piquemal
@jppiquem.bsky.social
Professor of Theoretical Chemistry @sorbonne-universite.fr & Head @lct-umr7616.bsky.social| Co-Founder & CSO @qubit-pharma.bsky.social (My Views) |
https://piquemalresearch.com | https://tinker-hp.org
Pinned
#compchem #machinelearning #quantumcomputing
We have several open positions & we are looking for:
- 2 postdocs in machine learning to work on foundation models (theoretical developments)
- 2 HPC engineers: quantum computing(1); ab initio computations and QM/MM (2)
Reach to me for more details.
Glad to see that @qubit-pharma.bsky.social has been selected in the #FrenchTech2030 cohort that will support the most strategic deep-tech companies shaping European technological sovereignty. An important step for us. A huge thanks to the team & to our partners.
www.economie.gouv.fr/actualites/u...
Une deuxième promotion French tech 2030 pour faire émerger des champions dans les technologies de rupture
La mission French Tech a présenté sa seconde promotion du programme French Tech 2030. Les 80 entreprises lauréates développent des solutions d’avenir qui participeront à la souveraineté technologique ...
www.economie.gouv.fr
November 8, 2025 at 1:20 PM
Happy Halloween!!!
October 31, 2025 at 3:36 PM
#compchem #machinelearning #quantumcomputing
We have several open positions & we are looking for:
- 2 postdocs in machine learning to work on foundation models (theoretical developments)
- 2 HPC engineers: quantum computing(1); ab initio computations and QM/MM (2)
Reach to me for more details.
October 29, 2025 at 6:51 AM
#hpc #supercomputing #AI Argonne expands nation’s AI infrastructure with powerful new supercomputers and public-private partnerships www.anl.gov/article/argo...
Argonne expands nation’s AI infrastructure with powerful new supercomputers and public-private partnerships
www.anl.gov
October 29, 2025 at 6:09 AM
Reposted by Jean-Philip Piquemal
Super entretien avec Odile Eisenstein !
#chimie #ESR
Odile Eisenstein: ‘Some of the most important advice is to be persistent’
The pioneering theoretical chemist on teaching herself programming and the importance of freedom
www.chemistryworld.com
October 24, 2025 at 2:18 PM
Ravi d'avoir participé au #podcast: "Les Echos de l'IA" @lesechosfr.bsky.social présenté par Joséphine Boone où j'ai pu discuter des avancées de l'intelligence artificielle pour la découvert de nouveaux médicaments. #AI #compchem #drugdesign #biosky
pod.link/1340227916/e...
October 25, 2025 at 5:05 PM
Reposted by Jean-Philip Piquemal
Axel Becke, one of the big names in DFT development over the past 40 years, has passed away

#CompChem #ChemSky

(source Russell Boyd)
October 25, 2025 at 8:24 AM
#compchem New group preprint: "From Water Networks to Binding Affinities: Resolving Solvation Dynamics for Accurate Protein-Ligand Predictions"

👉Check it out: www.biorxiv.org/content/10.1...
Great work by M. Blazhynska.
#compbio #drugdesign
October 22, 2025 at 5:27 AM
#compchem #chemsky #biosky Good read: Investigating whether deep learning models for co-folding learn the physics of protein-ligand interactions www.nature.com/articles/s41...
Investigating whether deep learning models for co-folding learn the physics of protein-ligand interactions - Nature Communications
This study shows that deep-learning-based co-folding models often produce physically unrealistic structures and are unsusceptible in their predictions to significant binding site modifications, demons...
www.nature.com
October 19, 2025 at 2:18 PM
#compchem Good read: Density-Functionalized QM/MM Delivers Chemical Accuracy For Solvated Systems pubs.acs.org/doi/10.1021/...
Density-Functionalized QM/MM Delivers Chemical Accuracy For Solvated Systems
We present a reformulation of QM/MM as a fully quantum mechanical theory of interacting subsystems, all treated at the level of density functional theory (DFT). For the MM subsystem, which lacks orbit...
pubs.acs.org
October 18, 2025 at 9:38 AM
#compchem Good read: A Density Functional Theory and Semiempirical Framework for Trajectory Surface Hopping on Extended Systems pubs.acs.org/doi/10.1021/...
A Density Functional Theory and Semiempirical Framework for Trajectory Surface Hopping on Extended Systems
Nonadiabatic molecular dynamics simulations provide a theoretical understanding of various excited-state processes in photochemistry, offering access to band widths, radiative or nonradiative relaxation and corresponding lifetimes, excited-state energies, and charge transfer. The range of method developments within the framework of time-dependent density functional theory is exceedingly large for molecular quantum chemistry. Still, it shrinks significantly when aiming to treat periodic boundary conditions. To address this gap and complement existing software packages for solid-state nonadiabatic molecular dynamics, we present an interface between the CP2K electronic structure and the NEWTON-X surface hopping codes. The interface features the generation of initial conditions, as well as adiabatic and nonadiabatic molecular dynamics, based on phenomenological or numerical time-derivative couplings. Setups are validated on gas-phase pyrazine, with electronic absorption spectra and excited-state populations for transitions between the lowest singlet states being in agreement with established molecular quantum chemistry methods. Extending the system size to crystalline pyrazine, limitations of approximate couplings are discussed, and the efficiency and applicability of the interface are demonstrated by computing broad spectra over several eV and 100 fs trajectories, considering couplings between all 80th lowest excited states, at low computational cost with a mixed semiempirical density functional theory setup.
pubs.acs.org
October 18, 2025 at 9:36 AM
#esr #research Good read: Is academic research becoming too competitive? Nature examines the data www.nature.com/articles/d41...
Is academic research becoming too competitive? Nature examines the data
Applications for European research grants increased in 2025. Scientists say they’re feeling the competition.
www.nature.com
October 18, 2025 at 9:34 AM
We updated the preprint with the version submitted to peer review. Additional speedup: up to 2.7-fold in large protein systems . #compchem Check it out: arxiv.org/abs/2510.06562
October 15, 2025 at 7:22 AM
Reposted by Jean-Philip Piquemal
Some non-MOF content today to clean your palate.

Want 70x fast, 2x accurate Hessians for any equivariant machine learning force field? We got you!

#compchemsky #chemsky #machinelearning #mlff
What do transition state search, geometry relaxation, zero point energy corrections, and extrema classification have in common? They all require Hessians!

The problem is, accurate Hessians are really expensive, even with MLIPs. We say, just shoot 'em from the HIP! 🤠
[1/4]
October 8, 2025 at 6:14 PM
Reposted by Jean-Philip Piquemal
Skala is now available to everyone!
Why are we releasing it? Because we’re not just aiming to publish a cool paper — we’re on a mission to bring DFT to chemical accuracy using deep learning. And to make real progress, we need the community’s feedback.
#compchem
The wait is over! Microsoft Research is sharing Skala, the new exchange-correlation functional, marking a major milestone in the accuracy/cost trade-off in DFT. Help us learn from your testing so we can improve. Available on Azure AI Foundry and GitHub. msft.it/6016sFDLY
October 9, 2025 at 4:46 PM
#compchem #compbio New preprint: "𝐀𝐜𝐜𝐞𝐥𝐞𝐫𝐚𝐭𝐢𝐧𝐠 𝐌𝐨𝐥𝐞𝐜𝐮𝐥𝐚𝐫 𝐃𝐲𝐧𝐚𝐦𝐢𝐜𝐬 𝐒𝐢𝐦𝐮𝐥𝐚𝐭𝐢𝐨𝐧𝐬 𝐰𝐢𝐭𝐡 𝐅𝐨𝐮𝐧𝐝𝐚𝐭𝐢𝐨𝐧 𝐍𝐞𝐮𝐫𝐚𝐥 𝐍𝐞𝐭𝐰𝐨𝐫𝐤 𝐌𝐨𝐝𝐞𝐥𝐬 𝐮𝐬𝐢𝐧𝐠 𝐌𝐮𝐥𝐭𝐢𝐩𝐥𝐞 𝐓𝐢𝐦𝐞-𝐒𝐭𝐞𝐩 𝐚𝐧𝐝 𝐃𝐢𝐬𝐭𝐢𝐥𝐥𝐚𝐭𝐢𝐨𝐧" in link with our #FeNNix-Bio1 foundation #machinelearning model.

👉 Check it out: arxiv.org/abs/2510.06562
October 9, 2025 at 1:17 PM
October 8, 2025 at 10:05 AM
October 7, 2025 at 10:45 AM
#compchem Good read: Origin-Dependence of Dipole Moments of Charged Proteins: Theoretical Foundations and Implications, Revisited onlinelibrary.wiley.com/doi/10.1002/...
Origin‐Dependence of Dipole Moments of Charged Proteins: Theoretical Foundations and Implications, Revisited
The dipole moment of a charged protein (ATP synthase (with Q = +18 e)) is made to annul or even to reverse its sign by simple coordinate transformations, emphasizing the non-physical nature of the di....
onlinelibrary.wiley.com
October 5, 2025 at 6:31 AM
#compchem Good read: Machine learning accelerates Raman computations from molecular dynamics for materials science pubs.aip.org/aip/jcp/arti...
Machine learning accelerates Raman computations from molecular dynamics for materials science
Raman spectroscopy is a powerful experimental technique for characterizing molecules and materials that is used in many laboratories. First-principles theoretic
pubs.aip.org
October 5, 2025 at 6:25 AM
#HPC #supercomputing RIKEN CCS is developing #FugakuNEXT, a Zettascale-class successor to Fugaku with 10 times the performance, targeting a 40 MW power budget. Designed for HPC, AI, and hybrid quantum workloads, it is being built with Fujitsu and NVIDIA. www.hpcwire.com/2025/09/16/p...
Projecting RIKEN CCS’s Future State Across HPC, AI, and Quantum
The RIKEN Institute is Japan’s largest research center, with more than 3,000 researchers working in 13 scientific centers throughout the country. Several dozen of those researchers work at the RIKEN [...
www.hpcwire.com
October 4, 2025 at 8:57 AM
Thank you @pennylaneai.bsky.social for selecting our work in your "𝐓𝐨𝐩 𝐪𝐮𝐚𝐧𝐭𝐮𝐦 𝐚𝐥𝐠𝐨𝐫𝐢𝐭𝐡𝐦𝐬 𝐩𝐚𝐩𝐞𝐫𝐬 — 𝐒𝐮𝐦𝐦𝐞𝐫 2025 𝐞𝐝𝐢𝐭𝐢𝐨𝐧".
pennylane.ai/blog/2025/09...

👉 Check the paper (link in comment)
Top quantum algorithms papers — Summer 2025 edition | PennyLane Blog
We've selected our favourite papers from the third quarter of 2025. Read our takeaways from the top quantum algorithms papers that we admire and that have been influential to our research.
pennylane.ai
October 2, 2025 at 4:54 PM
#compchem #compbio Happy to be part of this new paper just published in @commsbio.nature.com : "Targeting RNA with Small Molecules using State-of-the-Art Methods Provides Highly Predictive Affinities of Riboswitch Inhibitors."
www.nature.com/articles/s42...
@qubit-pharma.bsky.social
October 1, 2025 at 1:15 PM