Authors introduce Adaptive Task Refresh for zero-data multimodal self-improvement

A‑RSI separates the decision of when current experience has ceased to be useful from what experience to generate next, addressing a gap in existing methods that focus mainly on experience generation and rely on self‑consistency or majority voting with uncertain predictions.