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Author

Suozhi Huang

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Preprint Sep 2026

VideoGen-Agent: Reinforcing Video Generation Agents

Recent advances in video generative models have enabled high-fidelity, temporally coherent video generation. However, these models often struggle to satisfy prompts requiring specialized knowledge, specific identities, physical consistency, or ordered events. In this paper, we present VideoGen-Agent, a multimodal agent...

Bin-Xu Li, Hao-Yi Duan, Yu-Hui Zhang et al. · 0 citations
#natural language process... Preprint Sep 2026

Can Language Models Learn to Forecast Stock Prices

Post-training has been shown to significantly improve language models'performance on tasks with verifiable outcomes, including mathematical reasoning, software engineering, and computer use. However, whether the same approach can improve forecasting in financial markets is much less clear. Compared with tasks with veri...

Jia-Cheng Guo, Suo-Zhi Huang, Shu-Zhen Li et al. · 0 citations
#natural language process... Preprint Aug 2026

AQuA: Recursively Self-Improving Quantitative Trading Research Agents

AQuA, which comprises two separate language-model-driven research systems: one for symbolic factor discovery and one for trainable model development, is presented, which comprises two separate language-model-driven research systems that implement recursive self-improvement at the level of the research process.

Jiacheng Guo, Suozhi Huang, Yun-Long Gao et al. · 0 citations

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