3 papers
q-bio.NC2026
Compiling molecular ultrastructure into neural dynamics
Konrad P. Kording, Anton Arkhipov, Davy Deng +22
High-resolution brain imaging can now capture not just synapse locations but their molecular composition, with the cost of such mapping falling exponentially. Yet such ultrastructu…
cs.PL2025
Compiling to recurrent neurons
Joey Velez-Ginorio, Nada Amin, Konrad Kording +1
Discrete structures are currently second-class in differentiable programming. Since functions over discrete structures lack overt derivatives, differentiable programs do not differ…
cs.LG2025
Compiling to linear neurons
Joey Velez-Ginorio, Nada Amin, Konrad Kording +1
We don't program neural networks directly. Instead, we rely on an indirect style where learning algorithms, like gradient descent, determine a neural network's function by learning…