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MILO: Model-Agnostic Subset Selection Framework for Efficient Model Training and Tuning


Jan 30, 2023
Kirshnateja Killamsetty, Alexandre V. Evfimievski, Tejaswini Pedapati, Kiran Kate, Lucian Popa, Rishabh Iyer

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Entity Set Co-Expansion in StackOverflow


Dec 05, 2022
Yu Zhang, Yunyi Zhang, Yucheng Jiang, Martin Michalski, Yu Deng, Lucian Popa, ChengXiang Zhai, Jiawei Han

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* 4 pages; Accepted to IEEE BigData 2022 

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Domain Representative Keywords Selection: A Probabilistic Approach


Mar 19, 2022
Pritom Saha Akash, Jie Huang, Kevin Chen-Chuan Chang, Yunyao Li, Lucian Popa, ChengXiang Zhai

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AUTOMATA: Gradient Based Data Subset Selection for Compute-Efficient Hyper-parameter Tuning


Mar 15, 2022
Krishnateja Killamsetty, Guttu Sai Abhishek, Aakriti, Alexandre V. Evfimievski, Lucian Popa, Ganesh Ramakrishnan, Rishabh Iyer

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Learning to Robustly Aggregate Labeling Functions for Semi-supervised Data Programming


Sep 23, 2021
Ayush Maheshwari, Krishnateja Killamsetty, Ganesh Ramakrishnan, Rishabh Iyer, Marina Danilevsky, Lucian Popa

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LNN-EL: A Neuro-Symbolic Approach to Short-text Entity Linking


Jun 17, 2021
Hang Jiang, Sairam Gurajada, Qiuhao Lu, Sumit Neelam, Lucian Popa, Prithviraj Sen, Yunyao Li, Alexander Gray

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* Accepted to ACL 2021 

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Question Answering over Knowledge Bases by Leveraging Semantic Parsing and Neuro-Symbolic Reasoning


Dec 03, 2020
Pavan Kapanipathi, Ibrahim Abdelaziz, Srinivas Ravishankar, Salim Roukos, Alexander Gray, Ramon Astudillo, Maria Chang, Cristina Cornelio, Saswati Dana, Achille Fokoue, Dinesh Garg, Alfio Gliozzo, Sairam Gurajada, Hima Karanam, Naweed Khan, Dinesh Khandelwal, Young-Suk Lee, Yunyao Li, Francois Luus, Ndivhuwo Makondo, Nandana Mihindukulasooriya, Tahira Naseem, Sumit Neelam, Lucian Popa, Revanth Reddy, Ryan Riegel, Gaetano Rossiello, Udit Sharma, G P Shrivatsa Bhargav, Mo Yu

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Learning Structured Representations of Entity Names using Active Learning and Weak Supervision


Oct 30, 2020
Kun Qian, Poornima Chozhiyath Raman, Yunyao Li, Lucian Popa

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* Accepted to EMNLP 2020 

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Global Table Extractor (GTE): A Framework for Joint Table Identification and Cell Structure Recognition Using Visual Context


May 01, 2020
Xinyi Zheng, Doug Burdick, Lucian Popa, Nancy Xin Ru Wang

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A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching


Mar 29, 2020
Venkata Vamsikrishna Meduri, Lucian Popa, Prithviraj Sen, Mohamed Sarwat

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* accepted for publication in ACM-SIGMOD 2020, 15 pages 

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