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Scalability vs. Utility: Do We Have To Sacrifice One for the Other in Data Importance Quantification?

Posted on September 1, 2021

Ruoxi Jia, Fan Wu, Xuehui Sun, Jiacen Xu, David Dao, Bhavya Kailkhura, Ce Zhang, Bo Li, Dawn Song: Scalability vs. Utility: Do We Have To Sacrifice One for the Other in Data Importance Quantification? CVPR 2021: 8239-8247

SAUCE: Truncated Sparse Document Signature Bit-Vectors for Fast Web-Scale Corpus Expansion

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Chest ImaGenome Dataset for Clinical Reasoning

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How Knowledge Graph and Attention Help? A Qualitative Analysis into Bag-level Relation Extraction

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Zikun Hu, Yixin Cao, Lifu Huang, Tat-Seng Chua: How Knowledge Graph and Attention Help? A Qualitative Analysis into Bag-level Relation Extraction. ACL/IJCNLP (1) 2021: 4662-4671

Graph Deep Factors for Forecasting with Applications to Cloud Resource Allocation

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Hongjie Chen, Ryan A. Rossi, Kanak Mahadik, Sungchul Kim, Hoda Eldardiry: Graph Deep Factors for Forecasting with Applications to Cloud Resource Allocation. KDD2021: 106-116

A Data-Driven Approach to Full-Field Damage and Failure Pattern Prediction in Microstructure-Dependent Composites using Deep Learning

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