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cs.LG2025
Multi-Metric Adaptive Experimental Design Under a Fixed Budget with Validation
Qining Zhang, Tanner Fiez, Yi Liu +1
A/B tests in online experiments face statistical power challenges when testing multiple candidates simultaneously, while adaptive experimental designs (AED) alone fall short in inf…
cs.LG2024
Cooperative Multi-Agent Deep Reinforcement Learning in Content Ranking Optimization
Zhou Qin, Kai Yuan, Pratik Lahiri +1
In a typical e-commerce setting, Content Ranking Optimization (CRO) mechanisms are employed to surface content on the search page to fulfill customers' shopping missions. CRO commo…