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It was always clear that graph neural networks don't actually need the graph for most tasks and don't perform so well when the node features are not doing the heavy lifting. But it seems that often including the graph makes things *worse*: arxiv.org/abs/2309.04332

New tutorial just dropped. Not the most thrilling topic though. 😅 youtube.com/watch?v=th2CqJ…

2 Job openings for research engineers in our AI4Science team @MSFTResearch at the Amsterdam, Berlin and Beijing locations! 👇🏻

AlphaMissense, a tool by DeepMind, can help researchers learn more about the effects that missense mutations have on disease, and could help identify previously unknown disease-causing genes, according to a new Science study. Learn more: scim.ag/49l

1924. 2024?

👍 for developing minimal working examples and toy physical systems for prototyping Bayesian optimization algorithms for self-driving labs and educating students about self-driving labs. "frugal twins". chemrxiv.org/engage/chemrxi…

Our review+perspective paper on "Current and future directions in network biology" is online (arxiv.org/abs/2309.08478). This has been a Herculean effort by many co-authors, thank you all! Special thanks to @marinkazitnik, @_michellemli, @aydin_wells, and all section coordinators.

You can now study the transcriptomic responses of E. coli in 100s of different conditions without going into the lab. The largest knowledge-enriched transcriptomic data set comprising over 1000 RNAseq profiles is now available. bit.ly/3EJGBgE @DTUBiosustain @UCSDJacobs

Digitize your Biology! Modeling multicellular systems through interpretable cell behavior biorxiv.org/cgi/content/sh… #biorxiv_sysbio

Bayesian model discovery for reverse-engineering biochemical networks from data biorxiv.org/cgi/content/sh… #biorxiv_sysbio

1/2 17.9.1991:Mit Übergriffen auf dem Marktplatz beginnen mehrtägige neofaschistische Übergriffe in Hoyerswerda auf Ausländer. Es werden später nur 4 Terroristen verurteilt. Die Ausländer werden "umgesiedelt" (O-Ton). Neonazis feiern Hoyerswerda als erste "ausländerfreie Stadt".

COSMIC-dFBA: A novel multi-scale hybrid framework for bioprocess modeling biorxiv.org/cgi/content/sh… #biorxiv_sysbio

Comparative analysis of metabolic models of microbial communities reconstructed from automated tools and consensus approaches biorxiv.org/cgi/content/sh… #biorxiv_sysbio

why no-code never took off, in two sentences.

Community metabolic modeling of host-microbiota interactions through multi-objective optimization biorxiv.org/cgi/content/sh… #biorxiv_sysbio

Active Learning Platform for Accelerating the Search for High-Voltage Cathode Materials in an Extensive Chemical Space #machinelearning #compchem pubs.acs.org/doi/abs/10.102…

Interested in #AI for antibiotic discovery?📅 On Thurs Sept 21 11am-12pm, join César de la Fuente-Nunez (@Penn) for a talk on this, as part of the @DonnellyCentre seminar series. Register now 👉 bit.ly/3RowNQx

Human microbiome myths and misconceptions | Nature Microbiology nature.com/articles/s4156…

Application of genome-scale models of metabolism and expression to the simulation and design of recombinant organisms biorxiv.org/cgi/content/sh… #biorxiv_sysbio

A fun work from @astar_research @NTUsg, multi-objective Bayesian optimization + automation + film materials + photoelectrocatalysis 🔜future materials lab. Huge thanks, @nanotransport!🚀🚀🚀