A single-qubit angle gate, implemented as a constant scalar, is inserted into a state-space recurrence and the resulting Q-SSM model is reported to match or beat several time-series baselines.
Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting,
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Quantum-Optimized Selective State Space Model for Efficient Time Series Prediction
A single-qubit angle gate, implemented as a constant scalar, is inserted into a state-space recurrence and the resulting Q-SSM model is reported to match or beat several time-series baselines.