Author

Zheng-Xuan Lu

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Preprint Oct 2026

Memory-Centric Continual Learning for AI Agents

Autonomous agents powered by foundation models can reason, plan, and use tools, but their fixed weights and context limits hinder sustained learning from experience over long-term deployment. While external memory systems attempt to bridge this gap, they mostly act as passive retrieval caches, evaluated primarily by wh...

Dongfang Li, Zhuo-En Chen, Bo-Nian Jia et al. · 0 citations

Open access Sep 2026

The limitations of large language models in short drama subtitle translation from the perspective of Skopos theory

Driven by China's cultural export strategy, vertical short dramas have surged in popularity; however, subtitle translation speed and quality have emerged as critical bottlenecks hindering their global reach. Although large language models are widely used for preliminary subtitle translation, they remain inadequate in h...

Zheng-Xuan Lu, Jing-Jing Feng · Advances in Humanities Resea... · 0 citations

#artificial intelligence Preprint Jul 2026

SLAI T-Rex: Full-Parameter Post-training of the DeepSeek-V4 Family on Ascend SuperPOD

This work demonstrates a full-stack pathway from efficient trillion-parameter model post-training on Ascend infra to domain-specialized Flash models for solver-grounded mathematical modeling, advancing frontier-model systems for complex reasoning.

Dongfang Li, Xiaodong Luo, Ruoyu Sun et al. · 0 citations