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

Author

Baokun Wang

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Preprint Oct 2026

Rethinking User Encoders: Routing Diffusion States for Scenario-Adaptive User Representation

This work proposes FINDERS (FactorIzatioN of Diffusion statEs for Routing across Scenarios), a router-equipped dLLM framework comprising four operations: denoise, factorize, route, and compress that effectively pushes the boundaries of dLLMs beyond language generation, demonstrating their immense potential as powerful...

Jun-Ru Zhang, Jin-Yong Wen, Bin Dou et al. · 0 citations
Book Open access Jul 2026

BCCE: Block-Centric GPU Co-Design for Real-Time Range-Top-K Query at Scale

BCE is presented, a GPU-co-designed, block-centric engine that makes range-top-k efficient by exposing a reusable intermediate representation of the data, and achieves sub-millisecond query latency and up to 308 × higher throughput than state-of-the-art GPU baselines, while performing billion-scale dynamic updates in m...

Chengying Huan, Ziheng Meng, Zhengyi Yang et al. · 0 citations

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