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cs.LG2025
Memory Determines Learning Direction: A Theory of Gradient-Based Optimization in State Space Models
JingChuan Guan, Tomoyuki Kubota, Yasuo Kuniyoshi +1
State space models (SSMs) have gained attention by showing potential to outperform Transformers. However, previous studies have not sufficiently addressed the mechanisms underlying…
cs.LG2019★ 6 cited
A Unifying Framework for Information Processing in Stochastically Driven Dynamical Systems
Tomoyuki Kubota, Hirokazu Takahashi, Kohei Nakajima
A dynamical system can be regarded as an information processing apparatus that encodes input streams from the external environment to its state and processes them through state tra…