Author

Qi Guo

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#natural language process... Preprint Jul 2026

PersonaMem-v3: Toward Omni-Platform Personal Intelligence for Holistic User Understanding, Recommendation, and Agentic Tasks

PersonaMem-v3 is introduced, a real-world-grounded benchmark and evaluation harness for omni-platform personal intelligence that evaluates whether AI agents can infer holistic user understanding from cross-platform evidence, personalize responses, rerank recommendations on social media, follow user steering through nat...

Bo-Wen Jiang, Yuan Yuan, Zhuo-Qun Hao et al. · 0 citations

#machine learning Preprint Aug 2026

SplitLite: Low-Rank Residual Compression for Split Learning

SplitLite is proposed, a communication-efficient split federated LoRA fine-tuning method that exploits the low effective rank structure of consecutive-epoch activation and gradient residuals, thereby significantly reducing both activation uplink and gradient downlink traffic.

Tao Li, Yu-Lin Tang, Qi Guo et al. · 0 citations