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cs.GT2026
Incentive Effects of a Cut-Off Score: Optimal Contest Design with Transparent Pre-Selection
Hanbing Liu, Ningyuan Li, Weian Li +2
Shortlisting is a common and effective method for pre-selecting participants in competitive settings. To ensure fairness, a cut-off score is typically announced, allowing only cont…
cs.AI2026
Budget-Constrained Agentic Large Language Models: Intention-Based Planning for Costly Tool Use
Hanbing Liu, Chunhao Tian, Nan An +4
We study budget-constrained tool-augmented agents, where a large language model must solve multi-step tasks by invoking external tools under a strict monetary budget. We formalize…