6 citations · 7 across the 3 of their papers we have counts for
3 papers
stat.ML2024
Uncertainty Quantification of Data Shapley via Statistical Inference
Mengmeng Wu, Zhihong Liu, Xiang Li +2
As data plays an increasingly pivotal role in decision-making, the emergence of data markets underscores the growing importance of data valuation. Within the machine learning lands…
cs.CL2024★ 6 cited
Reasoning before Comparison: LLM-Enhanced Semantic Similarity Metrics for Domain Specialized Text Analysis
Shaochen Xu, Zihao Wu, Huaqin Zhao +7
In this study, we leverage LLM to enhance the semantic analysis and develop similarity metrics for texts, addressing the limitations of traditional unsupervised NLP metrics like RO…
cs.LG2023★ 1 cited
Shapley Value on Probabilistic Classifiers
Xiang Li, Haocheng Xia, Jinfei Liu
Data valuation has become an increasingly significant discipline in data science due to the economic value of data. In the context of machine learning (ML), data valuation methods…