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Preprint Aug 2026

FedCGR: Federated Cross-Domain Generative Recommendation

FedCGR is proposed, a federated generative CDR framework that keeps the item language stable and makes adaptation explicit and consistently outperforms federated generative baselines and achieves competitive performance against strong sequential and federated CDR methods under both full-ranking and sampled evaluation p...

Zhuo-Dong Liu, Hugen Lv, Xiang-Yu Li et al. · 0 citations
Jul 2026

ObjectStream: Latent Objects as Memory Anchors for Streaming Video Understanding

Streaming video understanding requires models to continuously retain useful visual evidence before future questions are known. Existing approaches primarily manage the growing visual context according to token importance, temporal redundancy, or segment-level relevance, but rarely organize evidence around objects that...

Mingkang Dong, Muxin Pu, Jie Li et al. · 1 citation

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