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Author

Brian Y. C. Leung

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Book Open access Sep 2026

Uncertainty-Aware Reward Modeling: A Large-Scale Case Study in Video Recommendation

Historically, recommendation systems have focused on maximizing precision by treating user preference as a static, predictable target. However, this approach ignores both the inherent randomness of human behavior and the model’s own varying levels of confidence. To compensate, many industrial systems rely on "reserved...

Nitu Sharaff, Brian Y. C. Leung, Shawn Andrews et al. · 0 citations
#artificial intelligence Book Open access Sep 2026

Learned Cross-Task Relationships in Multi-Task Models

We propose a framework that learns cross-task relationships in multi-task models by approximating the joint distribution of task labels through targeted pairwise relationships. This approach improves performance via transfer learning and enhances information extraction without the intractable complexity of modeling the...

Victor Zhang, Yi-Ping Yuan, Florian Raudies et al. · 0 citations

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