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cs.AI2026
On Turn-Level Best-of-N Sampling for Scaling LLM Agents
Jalaj Bhandari, Dhawal Gupta, Hongli Zhan +5
In this work, we evaluate a simple inference-time scaling approach based on \textit{turn-level best-of-N sampling} (\method) for large language model (LLM) agents on complex, long-…
cs.AI2012★ 7 cited
First Experiments with PowerPlay
Rupesh Kumar Srivastava, Bas R. Steunebrink, Jürgen Schmidhuber
Like a scientist or a playing child, PowerPlay not only learns new skills to solve given problems, but also invents new interesting problems by itself. By design, it continually co…