Shouhong Ding

Rehearse: Stepping Back from the Confidence Cliff in Self-Improving Autoresearch

Rehearse implements the loop change as a lightweight skill for autoresearch loops: propose several ideas, compare them before execution, run the most promising, and judge with a focused memory of similar past attempts and outcomes, which raises late selective accuracy to 83.5%.