[programjames]

The ideas come from these papers:

1. [Liquid Time-Constant Networks (2020)](https://arxiv.org/abs/2006.04439)

This is essentially a neural ODE applied to leaky integrate-and-fire.

2. [Closed-form Continuous-time (2022)](https://arxiv.org/abs/2106.13898)

A closed-form approximation of the first.

[a_wild_dandan]

More citations from their blog[1] too.

[1] https://www.liquid.ai/blog/liquid-neural-networks-research