Training ideas

Curricula, sampling schedules, pseudo-labeling and multi-task mixing, with the standard training recipe as the control.

△ 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.

Useful7/10
Difficulty5/10
Novelty8/10
Paper: Stable Takens' Embedding Theorem for Non-Uniformly-Sampled Linear Systems arXiv:2608.14001