LinOSS combines biological inspiration with state-space modeling, delivering exceptional performance on long sequences ...

Why are state space models so good at doing long context ... That means how well can you prompt the model with some examples and can it then figure it out. This is called in context learning ...

Every state space model has an ARMA representation, and conversely every ARMA model has a state space representation. This section discusses this equivalence. The following material is adapted from ...

Then Rusch introduced the new AI model called Oscillatory State-Space Model. He starts by explaining the concept of oscillations (e.g., the dynamics of a mass-spring system) and their deep ...