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Effective input injection strategies

Develop effective strategies for injecting input information into reservoir computing substrates to improve efficiency, signal utilization, and predictive performance across different dynamical tasks.

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Background

The way inputs are coupled into a reservoir affects separability and fading memory. For physical reservoirs (including active matter), input injection determines how information propagates and transforms. The paper notes that best practices for input coupling are not established and that improving them could yield substantial performance gains.

References

However, many questions remain unresolved: How can input information be effectively injected into the system for more efficient RC?

Robustly optimal dynamics for active matter reservoir computing (2505.05420 - Gaimann et al., 8 May 2025) in Section 1 (Introduction)