Mechanism confirmed, baseline not beaten
2026
Greedy Singular-Value Delay Scheduler
Use the observability margin to choose which delay taps to retain under a fixed memory or computation budget. Add a candidate delay only when it substantially increases the smallest singular value of the delay map, converting the paper's large-delay asymptotic result into an adaptive receptive-field construction for sequence models.
Paper: Stable Takens' Embedding Theorem for Non-Uniformly-Sampled Linear Systems
arXiv:2608.14001