Table 3 Comparison of Works with Regret Guarantees in Nonlinear Dynamical Systems

From: FALCON: Fourier Adaptive Learning and Control for Disturbance Rejection Under Extreme Turbulence

Work

Regret Result

Learning Basis

Computational Efficiency

Memory Efficiency

85

\(\sqrt{T}\)

Known

No

No

63

T2/3

Unknown

Yes

Yes

This Work

\(\sqrt{{\bf{T}}}\)

Unknown

Yes

Yes