The Key Differences Between Real and Complex-Valued State Space Models | HackerNoon
Briefly

from Hackernoon8 months ago
Most prior State Space Models (SSMs) use complex numbers to optimize performance, but we find real-valued SSMs outperform them in some contexts, suggesting a continuous-discrete spectrum influence.
Hackernoonhttps://hackernoon.com/the-key-differences-between-real-and-complex-valued-state-space-models
We propose using a simplified architecture for Selective State Space Models, emphasizing efficient implementation and demonstrating its effectiveness through empirical evaluations across various tasks, including language and DNA modeling.
Hackernoonhttps://hackernoon.com/the-key-differences-between-real-and-complex-valued-state-space-models
Read at Hackernoon
#state-space-models #machine-learning #model-evaluation #numerical-methods #algorithm-optimization
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