Guarantees for Nonlinear Representation Learning: Non-identical Covariates, Dependent Data, Fewer Samples. - Thomas T. Zhang; Bruce D. Lee; Ingvar M. Ziemann; George J. Pappas; Nikolai Matni (CoRR, 2024)

Regret Analysis of Multi-task Representation Learning for Linear-Quadratic Adaptive Control. - Bruce D. Lee; Leonardo F. Toso; Thomas T. Zhang; James Anderson 001; Nikolai Matni (AAAI, 2025)

On The Concurrence of Layer-wise Preconditioning Methods and Provable Feature Learning. - Thomas T. Zhang; Behrad Moniri; Ansh Nagwekar; Faraz Rahman; Anton Xue; Hamed Hassani; Nikolai Matni (CoRR, 2025)