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Xiaohongshu

#Data-centric AI

Research

A Survey of Data Attribution: Methods, Applications, and Evaluation in the Era of Generative AI
Junwei Deng, Yuzheng Hu, Pingbang Hu, Ting-Wei Li, Shixuan Liu, Jiachen T Wang, Dan Ley, Qirun Dai, Benhao Huang, Jin Huang, Cathy Jiao, Hoang Anh Just, Yijun Pan, Jingyan Shen, Yiwen Tu, Weiyi Wang, Xinhe Wang, Shichang Zhang, Shiyuan Zhang, Ruoxi Jia, Himabindu Lakkaraju, Hao Peng, Weijing Tang, Chenyan Xiong, Jieyu Zhao, Hanghang Tong, Han Zhao, Jiaqi W Ma
Sep 6th 2025
#Data Attribution
#Survey
#GenAI
#Data-centric AI

A comprehensive survey on data attribution methods, applications, and evaluation protocols that address how training data influences the behaviors of generative AI systems.

paper
A Survey of Data Attribution: Methods, Applications, and Evaluation in the Era of Generative AI
KDD 2025
DCA-Bench: A Benchmark for Dataset Curation Agents
Benhao Huang, Yingzhuo Yu, Jin Huang, Xingjian Zhang, Jiaqi W. Ma
May 1st 2025
Data World Workshop @ ICML 2025
#LLM Agent
#Benchmark
#Data-centric AI

A benchmark exploring the performance of LLM Agents on detecting issues in datasets hosted on popular platforms.

paper
Github
🤗HuggingFace
slides
poster
DCA-Bench: A Benchmark for Dataset Curation Agents