Leveraging Arbitrary Mobile Sensor Trajectories With Shallow Recurrent Decoder Networks for Full-State Reconstruction. - Megan R. Ebers; Jan P. Williams; Katherine M. Steele; J. Nathan Kutz (IEEE Access, 2024)

Reservoir computing for system identification and predictive control with limited data. - Jan P. Williams; J. Nathan Kutz; Krithika Manohar (CoRR, 2024)

Sparse identification of nonlinear dynamics and Koopman operators with Shallow Recurrent Decoder Networks. - Mars Liyao Gao; Jan P. Williams; J. Nathan Kutz (CoRR, 2025)

Reduced Order Modeling with Shallow Recurrent Decoder Networks. - Matteo Tomasetto; Jan P. Williams; Francesco Braghin; Andrea Manzoni; J. Nathan Kutz (CoRR, 2025)

PySHRED: A Python package for SHallow REcurrent Decoding for sparse sensing, model reduction and scientific discovery. - David Ye; Jan P. Williams; Mars Liyao Gao; Stefano Riva; Matteo Tomasetto; David Zoro; J. Nathan Kutz (CoRR, 2025)