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Seminaris
16 de juliol 2025
SEMINAR: Input-dependence in (quantum) reservoir computing

Hora: Des de 14:30h a 15:30h

Lloc: Blue Lecture Room

SEMINAR: Input-dependence in (quantum) reservoir computing

RODRIGO MARTÍNEZ PEÑA
DIPC - Donostia International Physics Center

Reservoir computing is an emergent field in which dynamical systems are exploited for temporal information processing. Our previous work found a feature that makes a reservoir valuable: contractive dynamics of the reservoir toward input-dependent fixed points. These results are enhanced in our latest paper by finding conditions that guarantee a crucial aspect of the reservoir’s design: distinguishing between different input sequences to ensure a faithful representation of temporal input data. This work contributes to analyzing valuable reservoirs in terms of their input dependence.

Hosted by Prof. Dr. Antonio Acín
Seminaris
16 de juliol 2025
SEMINAR: Input-dependence in (quantum) reservoir computing

Hora: Des de 14:30h a 15:30h

Lloc: Blue Lecture Room

SEMINAR: Input-dependence in (quantum) reservoir computing

RODRIGO MARTÍNEZ PEÑA
DIPC - Donostia International Physics Center

Reservoir computing is an emergent field in which dynamical systems are exploited for temporal information processing. Our previous work found a feature that makes a reservoir valuable: contractive dynamics of the reservoir toward input-dependent fixed points. These results are enhanced in our latest paper by finding conditions that guarantee a crucial aspect of the reservoir’s design: distinguishing between different input sequences to ensure a faithful representation of temporal input data. This work contributes to analyzing valuable reservoirs in terms of their input dependence.

Hosted by Prof. Dr. Antonio Acín