1 citations · 1 across the 4 of their papers we have counts for
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Epistemic Throughput: Fundamental Limits of Attention-Constrained Inference
Lei You
Recent generative and tool-using AI systems can surface a large volume of candidates at low marginal cost, yet only a small fraction can be checked carefully. This creates a decode…
TripleWin: Fixed-Point Equilibrium Pricing for Data-Model Coupled Markets
Hongrun Ren, Yun Xiong, Lei You +3
The rise of the machine learning (ML) model economy has intertwined markets for training datasets and pre-trained models. However, most pricing approaches still separate data and m…
Algorithmic Fairness: Not a Purely Technical but Socio-Technical Property
Yijun Bian, Lei You, Yuya Sasaki +2
The rapid trend of deploying artificial intelligence (AI) and machine learning (ML) systems in socially consequential domains has raised growing concerns about their trustworthines…
FairSHAP: Preprocessing for Fairness Through Attribution-Based Data Augmentation
Lin Zhu, Yijun Bian, Lei You
Ensuring fairness in machine learning models is critical, particularly in high-stakes domains where biased decisions can lead to serious societal consequences. Existing preprocessi…