2 citations · 3 across the 8 of their papers we have counts for
9 papers
Product Costing in Data Pipelines
Li Peng, Jie You, Feng Shi +10
Large data-intensive enterprises spend millions of dollars monthly running data pipelines. Apportioning this cost back to individual products, known as product costing, is a prereq…
Arbitrage-free Data Pricing
Yihang Wu, Zhengyu Jin, Yicheng Fu +2
We study optimal pricing of versioned data products when buyers can combine multiple purchases. A monopoly seller offers a menu of data products, and a buyer's value for data is th…
DaDaDa: A Dataset for Data Pricing in Data Marketplaces
Qiheng Sun, Hongwei Zhang, Junxu Liu +4
High-quality data drives machine learning advances across industries. Recognizing the value of data, data transactions are increasingly common, giving rise to many data marketplace…
Feature Attribution in Directed Acyclic Graphs Using Edge Intervention
Qiheng Sun, Junxu Liu, Xiaokai Mao +4
Shapley value-based feature attribution methods face challenges in scenarios involving complex feature interactions and causal relationships, even when a causal structure is provid…
APPSI-139: A Parallel Corpus of English Application Privacy Policy Summarization and Interpretation
Pengyun Zhu, Qiheng Sun, Long Wen +7
Privacy policies are essential for users to understand how service providers handle their personal data. However, these documents are often long and complex, as well as filled with…
Reliable and Private Utility Signaling for Data Markets
Li Peng, Jiayao Zhang, Yihang Wu +6
The explosive growth of data has highlighted its critical role in driving economic growth through data marketplaces, which enable extensive data sharing and access to high-quality…
CoKV: Optimizing KV Cache Allocation via Cooperative Game
Qiheng Sun, Hongwei Zhang, Haocheng Xia +3
Large language models (LLMs) have achieved remarkable success on various aspects of human life. However, one of the major challenges in deploying these models is the substantial me…
A Survey on Data Markets
Jiayao Zhang, Yuran Bi, Mengye Cheng +15
Data is the new oil of the 21st century. The growing trend of trading data for greater welfare has led to the emergence of data markets. A data market is any mechanism whereby the…
TabularMark: Watermarking Tabular Datasets for Machine Learning
Yihao Zheng, Haocheng Xia, Junyuan Pang +5
Watermarking is broadly utilized to protect ownership of shared data while preserving data utility. However, existing watermarking methods for tabular datasets fall short on the de…