Graph neural networks recover interpretable circuit models from neural activity saalfeldlab.github.io/flyvis-gnn/ @HHMIJanelia @AllenInstitute to be presented at @CosyneMeeting
Graph neural networks uncover structure and functions underlying the activity of simulated neural assemblies arxiv.org/abs/2602.13325 saalfeldlab.github.io/neural-gnn/ @hhmijanelia.bsky.social
This is work that we presented at last year's #Cosyne workshop on #GNN s sites.google.com/bu.edu/gnnwo.... Better late than never. You can reproduce everything with the associated notebooks. I think it's a good start to learn how to use GNNs to infer something about NNs. arxiv.org/abs/2602.13325
Graph neural networks uncover structure and functions underlying the activity of simulated neural assemblies
Graph neural networks trained to predict observable dynamics can be used to decompose the temporal activity of complex heterogeneous systems into simple, interpretable representations. Here we apply t...
arxiv.org
Graph neural networks uncover structure and functions underlying the activity of simulated neural assemblies arxiv.org/abs/2602.13325 saalfeldlab.github.io/neural-gnn/ @hhmijanelia.bsky.social
github.com/allierc/Fluo-BPM @hhmijanelia.bsky.social Fluo + RI: differentiable beam propagation method
github.com/allierc/MPM_pytorch @HHMIJanelia pytorch version of github.com/taichi-dev/taichi
github.com/allierc/MPM_pytorch @HHMIJanelia pytorch version of github.com/taichi-dev/taichi
github.com/allierc/MPM_pytorch @HHMIJanelia pytorch version of github.com/taichi-dev/taichi
Join the team at Janelia to use #theory, computation, and modeling to tackle bold questions in #biology. Collaborate across scientific disciplines to drive discovery. Apply by Nov. 3 @ https://janelia.link/theoryfellowprogram #computationalbiology #sciencecareers
✨ We’re #hiring Theory Fellows!✨ Janelia is recruiting early-career scientists to join our collaborative research environment and use #computation & #theory to tackle bold questions in #biology. 🔗 Apply by Nov. 3 👉 janelia.link/theoryfellow... @hhmi.org
github.com/allierc/MPM_pytorch @HHMIJanelia pytorch version of github.com/yuanming-hu/...
github.com/allierc/MPM_pytorch @HHMIJanelia pytorch version of github.com/yuanming-hu/...