Jeff Guo
@jeffguo__
PhD student @SchwallerGroup | Previously @MSFTResearch and @AstraZeneca | @mcgillu and @imperialcollege
ID: 1342502029676204035
http://guojeff.github.io 25-12-2020 16:07:29
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FSscore has now been published in Chemistry-Methods (Chemistry Europe)! 🚀 Check out the updated paper on personalized synthesizability scoring here: …mistry-europe.onlinelibrary.wiley.com/doi/10.1002/cm…
Excited about the intersection of AI and molecular sciences? Join us at the 'AI & the Molecular World' track AMLD Intelligence Summit in Lausanne on Feb 13! The call for talks is now open: forms.gle/Q77Quw92KfsMUw…
We are hiring (resharing appreciated)! Given a few recent successful grant applications (I got my SNSF Starting Grant 🚀), we are extending the LIAC (LIAC at EPFL) team and have multiple openings (PhD/postdoc) for 2025. Are you interested in #AI4Science and machine learning
🎉Our BoLudo paper is in J. Am. Chem. Soc.! Bayesian Optimization for nanocrystaL strUcture Design Optimization (jk, it's BOjana & LUDO😂) We show you can optimize ANYTHING when put on the right scale - even nanocrystals with surface energy! Also we discovered a new Cu shape! See how👇
LLMs are pretty bad at writing molecules, but quite good at analyzing mols and reactions! In our new work we use LLMs+search in chemical tasks, unlocking steerable synth. planning and mechanism prediction 🌟 1/ Theo Neukomm Daniel Armstrong Zlatko Jončev Philippe Schwaller (he/him) arxiv.org/abs/2503.08537
AdsMT is finally out in Nature Communications 🥳 It is designed for rapid prediction of global minimum adsorption energy (GMAE) from surface graphs and adsorbate descriptors. Thanks to Xu Huang , Philippe Schwaller (he/him) and NCCR Catalysis! Paper & code: nature.com/articles/s4146… LIAC at EPFL
Check out Junwu Chen work on applying RL for goal-directed materials generation! Also check out Junwu's ablation experiments in the Appendix demonstrating the effect of the algorithm's components on *modulating* the optimization efficiency-sample diversity trade-off.