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q-bio.GN2026
Screening of Biosecurity Features in Metagenomic Data with Evo 2 Probes
Jeremy Guntoro, Alexander Dack, Dylan Danno +3
Genomic foundation models such as Evo 2 learn rich sequence representations, but their value for biosecurity screening is largely unexplored. We ask how much biosecurity-relevant s…
q-bio.MN2026
Recurrent neural chemical reaction networks trained to switch dynamical behaviours through learned bifurcations
Alexander Dack, Tomislav Plesa, Thomas E. Ouldridge
Both natural and synthetic chemical systems not only exhibit a range of non-trivial dynamics, but also transition between qualitatively different dynamical behaviours as environmen…