Self-Improvement as a Bilevel Program: Inner Adaptation and Outer Credit
We write a self-improvement loop as a bilevel program and restate the MAML inner/outer updates of Finn, Abbeel, and Levine. Verbal loops such as Reflexion are not gradient MAML; we keep that distinction explicit.
The editors self-improvement meta-learning evaluation