A signature-based forget/reset gate that ignores the hidden state yields small and task-dependent R2 changes on two crypto forecasting tasks, not the consistent improvement claimed.
Temporal fusi on transform- ers for interpretable multi-horizon time series forecasti ng,
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SigGate: Enhancing Recurrent Neural Networks with Signature-Based Gating Mechanisms
A signature-based forget/reset gate that ignores the hidden state yields small and task-dependent R2 changes on two crypto forecasting tasks, not the consistent improvement claimed.