Skip to content

Author

Siwei Zhang

We have 2 of 14 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Book Open access Aug 2026

Think-like-LSTM: Memory-Augmented Large Language Models via Dynamic Fine-Tuning for Financial Risk Assessment

FraLLM is a novel LLM fine-tuning framework that seamlessly internalizes transaction-oriented knowledge for FRA and introduces the Memory Token Mechanism, which recurrently aggregates historical text prototypes into a compact, continuously updated memory token that allows LLMs to effectively synthesize long-term transa...

Si-Wei Zhang, Yun Xiong, Xi Chen et al. · 1 citation
Book Open access Aug 2026

Think-like-LSTM: Memory-Augmented Large Language Models via Dynamic Fine-Tuning for Financial Risk Assessment

Financial risk assessment (FRA) seeks to forecast the likelihood of user default based on transaction sequences, which are inherently sequential and enriched with textual attributes. Despite the remarkable potential of large language models (LLMs) in sequential modeling and semantic understanding, developing LLM-based...

Siwei Zhang, Yun Xiong, Xi Chen et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.