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math.OC2026
When to Screen, When to Bypass: LLM-Judges in Resource-Scarce AI-Human Workflow
Ruihan Lin, Jiheng Zhang
AI systems can generate outputs at scale, but most outputs require human approval before release. This creates a bottleneck: humans cannot keep pace with AI-generated volume. A nat…
math.OC2026
When to Match: A Cost-Balancing Principle for Dynamic Markets
Jie Liu, Hailun Zhang, Jiheng Zhang
Platforms in ridesharing, food delivery, and online gaming must decide not only whom to match but when: immediate matching cuts waiting, while delay thickens the market and improve…
math.OC2025
Adaptive Inertial Method
Han Long, Bingsheng He, Yinyu Ye +1
In this paper, we introduce the Adaptive Inertial Method (AIM), a novel framework for accelerated first-order methods through a customizable inertial term. We provide a rigorous co…