Fernando A. T. P. Meireles
50 posts

Fernando A. T. P. Meireles
@FATPMeireles
PhD student @EPFL and MSC fellow of the #EPFLglobaLeaders programme. Interested in antimicrobial resistance, protein design, and molecular dynamics simulations.




📢 Our new preprint is out on bioRxiv! We introduce RAG-ESM, a retrieval-augmented framework that improves pretrained protein language models like ESM2 by making them homology-aware with minimal additional training costs. 💻 github.com/Bitbol-Lab/rag… 🔗 doi.org/10.1101/2025.0… 1/7



The code & camera-ready version of our #ICLR2025 paper on "Multi-domain Distribution Learning for De Novo Drug Design" are now available 📚 Paper: openreview.net/forum?id=g3VCI… 💻 Code: github.com/LPDI-EPFL/Drug… (1/4)



The code & camera-ready version of our #ICLR2025 paper on "Multi-domain Distribution Learning for De Novo Drug Design" are now available 📚 Paper: openreview.net/forum?id=g3VCI… 💻 Code: github.com/LPDI-EPFL/Drug… (1/4)

Super excited to preprint our work on developing a Biomolecular Emulator (BioEmu): Scalable emulation of protein equilibrium ensembles with generative deep learning from @MSFTResearch AI for Science. #ML #AI #NeuralNetworks #Biology #AI4Science biorxiv.org/content/10.110…






We have two exciting positions to offer @epflSV in the fields of metabolism and life science engineering. If you want to start your lab at @EPFL_en, apply at Metabolism: epfl.ch/about/working/… Life Science Engineeering: epfl.ch/about/working/… deadline is October 15th.


EnzymeFlow: Reaction-conditioned Flow Matching for Catalytic Pocket Design. - EnzymeFill Dataset - EnzymeFlow Model. - Enzyme-Reaction Co-Evolution Concept. - Function-guided Design. paper: arxiv.org/abs/2410.00327 code: github.com/WillHua127/Enz… tutorial: mcgill-my.sharepoint.com/:w:/g/personal…

Congrats to @MartinPacesa !!! The first two hits were pretty much identical to known binders so are not counted in the leaderboard


🧬 Protein Design Competition Update 🧬 Experimental characterization for all protein designs has been completed! We are still processing the last experiment runs and will be releasing the results on Friday Sep 20 at 6 PM CET - 2 PM EST - 9 AM PDT foundry.adaptyvbio.com/egfr_design_co…







