5 papers
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…
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…
Bandits for Online Calibration: An Application to Content Moderation on Social Media Platforms
Vashist Avadhanula, Omar Abdul Baki, Hamsa Bastani +17
We describe the current content moderation strategy employed by Meta to remove policy-violating content from its platforms. Meta relies on both handcrafted and learned risk models…
Robust and fair work allocation
Amine Allouah, Christian Kroer, Xuan Zhang +6
In today's digital world, interaction with online platforms is ubiquitous, and thus content moderation is important for protecting users from content that do not comply with pre-es…
QUEST: Queue Simulation for Content Moderation at Scale
Rahul Makhijani, Parikshit Shah, Vashist Avadhanula +3
Moderating content in social media platforms is a formidable challenge due to the unprecedented scale of such systems, which typically handle billions of posts per day. Some of the…