Kangyi Xie
Biographic Data
| ID | 10054151 |
|---|---|
| NAME | Kangyi Xie |
| GIVEN NAMES | Kangyi |
| FAMILY NAME | Xie |
| SIGNATURE | XIE K |
| AFFILIATIONS | Fujian Normal University |
| ORCID | 0009-0000-7621-5743 |
| VERIFIED | Yes |
| TOTAL WORKS | 1 |
| TOTAL CITATIONS | 0 |
| AUTHOR COUNT | 1 |
| EDITOR COUNT | 0 |
| FIRST PUBLICATION YEAR | 2026 |
| LATEST PUBLICATION YEAR | 2026 |
| H-INDEX | 0 |
Large Language Model Embedding for Cold-Start Item Recommendation via Data Augmentation and Regularization
The cold-start problem constitutes a persistent challenge in recommender systems (RecSys). Recent advances in large language model (LLM) for natural language processing have inspired researchers to utilize their semantic understanding and knowledge extraction capabilities in recommendation tasks. LLM shows clear advantages in addressing cold-start items. However, current methods often rely on direct online LLM inference. This approach causes high…
No prominent works on this page.
Large Language Model Embedding for Cold-Start Item Recommendation via Data Augmentation and Regularization
The cold-start problem constitutes a persistent challenge in recommender systems (RecSys). Recent advances in large language model (LLM) for natural language processing have inspired researchers to utilize their semantic understanding and knowledge extraction capabilities in recommendation tasks. LLM shows clear advantages in addressing cold-start items. However, current methods often rely on direct online LLM inference. This approach causes high…
Data modeling (1 works) · Deep learning (1 works) · Embedding (1 works) · Language model (1 works) · Natural language (1 works) · Recommender system (1 works) · Recommender Systems and Techniques (1 works) · Semantic data model (1 works) · Sentiment Analysis and Opinion Mining (1 works) · Topic Modeling (1 works)