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20232026
most citedUtility Theory of Synthetic Data Generation

3 citations · 8 across the 12 of their papers we have counts for

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Showing 2024Show all

5 papers · 1 filter

stat.ME2024

Consistent community detection in multi-layer networks with heterogeneous differential privacy

Yaoming Zhen, Shirong Xu, Junhui Wang

As network data has become increasingly prevalent, a substantial amount of attention has been paid to the privacy issue in publishing network data. One of the critical challenges f…

cs.LG2024★ 2 cited

TimeAutoDiff: A Unified Framework for Generation, Imputation, Forecasting, and Time-Varying Metadata Conditioning of Heterogeneous Time Series Tabular Data

Namjoon Suh, Yuning Yang, Din-Yin Hsieh +4

We present TimeAutoDiff, a unified latent-diffusion framework for four fundamental time-series tasks: unconditional generation, missing-data imputation, forecasting, and time-varyi…

stat.ML2024★ 1 cited

Discriminative Estimation of Total Variation Distance: A Fidelity Auditor for Generative Data

Lan Tao, Shirong Xu, Chi-Hua Wang +2

With the proliferation of generative AI and the increasing volume of generative data (also called as synthetic data), assessing the fidelity of generative data has become a critica…

cs.SE2024★ 2 cited

Lemur: Log Parsing with Entropy Sampling and Chain-of-Thought Merging

Wei Zhang, Xiangyuan Guan, Lu Yunhong +5

Logs produced by extensive software systems are integral to monitoring system behaviors. Advanced log analysis facilitates the detection, alerting, and diagnosis of system faults.…

stat.ML2024

Rate-Optimal Rank Aggregation with Private Pairwise Rankings

Shirong Xu, Will Wei Sun, Guang Cheng

In various real-world scenarios, such as recommender systems and political surveys, pairwise rankings are commonly collected and utilized for rank aggregation to derive an overall…