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cs.GT2023★ 1 cited
Improved Bayes Risk Can Yield Reduced Social Welfare Under Competition
Meena Jagadeesan, Michael I. Jordan, Jacob Steinhardt +1
As the scale of machine learning models increases, trends such as scaling laws anticipate consistent downstream improvements in predictive accuracy. However, these trends take the…
cs.GT2023
Incentivizing High-Quality Content in Online Recommender Systems
Xinyan Hu, Meena Jagadeesan, Michael I. Jordan +1
In content recommender systems such as TikTok and YouTube, the platform's recommendation algorithm shapes content producer incentives. Many platforms employ online learning, which…