3 papers
stat.ML2026
proxymate: Diagnosis and Adjustment of Proxy Estimates for Reliable Inference
Alexandra N. M. Darmon, Deeksha Sinha, Steve Wilkins-Reeves +1
Proxy outcomes (such as short-term behavioral signals, model predictions, or surrogate endpoints) are frequently used in place of primary outcomes that are too slow to mature, rare…
cs.DS2026
Scheduling in Queueing Systems with Uncertain and Evolving Holding Costs
Caner Gocmen, Thodoris Lykouris, Deeksha Sinha +1
In content moderation for social media platforms, the cost of delaying the review of a content is proportional to its view trajectory, which fluctuates and is apriori unknown. Moti…
stat.ME2026
Estimate Level Adjustment For Inference With Proxies Under Random Distribution Shifts
Steven Wilkins-Reeves, Alexandra N. M. Darmon, Deeksha Sinha
In many scientific domains, including experimentation, researchers rely on measurements of proxy outcomes to achieve faster and more frequent reads, especially when the primary out…