2 papers
cs.LG2025
Differentially Private Federated Clustering with Random Rebalancing
Xiyuan Yang, Shengyuan Hu, Soyeon Kim +1
Federated clustering aims to group similar clients into clusters and produce one model for each cluster. Such a personalization approach typically improves model performance compar…
cs.DB2025
NEXT-EVAL: Next Evaluation of Traditional and LLM Web Data Record Extraction
Soyeon Kim, Namhee Kim, Yeonwoo Jeong
Effective evaluation of web data record extraction methods is crucial, yet hampered by static, domain-specific benchmarks and opaque scoring practices. This makes fair comparison b…