Bilinear input modulation in coupled SSMs improves both memory and bilinear computation, with seq-BIM and p-BIM outperforming gated modulation and uniquely benefiting from larger state dimensions on pendulum and NARMA-10 tasks.
Transformers are SSMs: Generalized models and efficient algorithms through structured state space duality,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
eess.SY 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Bilinear Input Modulation for Mamba: Koopman Bilinear Forms for Memory Retention and Multiplicative Computation
Bilinear input modulation in coupled SSMs improves both memory and bilinear computation, with seq-BIM and p-BIM outperforming gated modulation and uniquely benefiting from larger state dimensions on pendulum and NARMA-10 tasks.