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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Peng Li

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Book Open access Jul 2026

Reasoning-Grounded Intent Injection for Generative Recommendation

Industrial generative recommendation systems operating over discrete Semantic IDs (SIDs) are largely behavior-driven, and thus struggle to proactively activate latent demand before explicit user signals emerge, leading to intent cold-start. To address this, we propose RIGER (Reasoning-grounded Intent injection for GE n...

Xusong Chen, Peini Guo, Fang Liu et al. · 0 citations
Review Open access Jul 2026

Mechanisms, optimization strategies, and salvage options for CAR-T cell therapy

A conceptual “Why-How-What if” framework to navigate the complexities of treatment failure is proposed, integrating mechanisms of failure with evolving optimization and salvage strategies, which provides a practical roadmap for clinical and translational progress.

Bi-Jing Wu, Jia-Hui Wang, Qihua Zou et al. · 0 citations

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