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Author

Geng Li

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Open access Aug 2026

A Hybrid Intelligence Framework for Personalized Career Guidance via LLMs and Reinforcement Learning

Employment guidance for college students often lacks personalization and real-time adaptability in dynamic labor markets. This study presents a hybrid computational intelligence framework that integrates large language models with deep reinforcement learning to support personalized career decision-making. The authors d...

Geng Li, Xia-Nan Zhang, Yan Zhou · 0 citations
Preprint Aug 2026

GraphMemix: Query-Aware Evidence Forests for Long-Term Multimodal Agent Memory

Organizing long-term memory for multimodal agents remains challenging because existing methods either suffer from expensive question-agnostic offline summaries or naive embedding similarity matching that introduces incomplete and redundant context. To address these issues, we propose GraphMemix, a combinatorial-optimiz...

Geng Li, Yuheng Wang, Dong Li et al. · 1 citation

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