Elastic Horizon: Discovering the Effective Interaction Frontier in Agentic Reinforcement Learning
Elastic Horizon is introduced, a closed-loop controller that tracks a dynamic boundary beyond which additional interactions yield diminishing returns while cost grows linearly and stabilizes the horizon inside the saturation band from both under- and over-capacity initializations.
Gang-Yi Zhang, Jun-Jie Meng, Le-Tian Zhang et al.
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