Peng Li
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Cleanml: A study for evaluating the impact of data cleaning on ml classification tasks
P Li, X Rao, J Blase, Y Zhang, X Chu, C Zhang
2021 IEEE 37th International Conference on Data Engineering (ICDE), 13-24, 2021
Nearest neighbor classifiers over incomplete information: From certain answers to certain predictions
B Karlaš, P Li, R Wu, NM Gürel, X Chu, W Wu, C Zhang
arXiv preprint arXiv:2005.05117, 2020
Auto-fuzzyjoin: Auto-program fuzzy similarity joins without labeled examples
P Li, X Cheng, X Chu, Y He, S Chaudhuri
Proceedings of the 2021 international conference on management of data, 1064 …, 2021
Table-gpt: Table-tuned gpt for diverse table tasks
P Li, Y He, D Yashar, W Cui, S Ge, H Zhang, DR Fainman, D Zhang, ...
arXiv preprint arXiv:2310.09263, 2023
Demonstration of panda: a weakly supervised entity matching system
R Wu, P Sakala, P Li, X Chu, Y He
arXiv preprint arXiv:2106.10821, 2021
Auto-tables: Synthesizing multi-step transformations to relationalize tables without using examples
P Li, Y He, C Yan, Y Wang, S Chauduri
arXiv preprint arXiv:2307.14565, 2023
Diffprep: Differentiable data preprocessing pipeline search for learning over tabular data
P Li, Z Chen, X Chu, K Rong
Proceedings of the ACM on Management of Data 1 (2), 1-26, 2023
A Model-Agnostic approach for learning with noisy labels of arbitrary distributions
S Hao, P Li, R Wu, X Chu
2022 IEEE 38th International Conference on Data Engineering (ICDE), 1219-1231, 2022
Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks
P Li, Y He, D Yashar, W Cui, S Ge, H Zhang, D Rifinski Fainman, D Zhang, ...
Proceedings of the ACM on Management of Data 2 (3), 1-28, 2024
Auto-Tables: Relationalize Tables without Using Examples
P Li, Y He, C Yan, Y Wang, S Chaudhuri
ACM SIGMOD Record 53 (1), 76-85, 2024
Discovering Process-Based Drivers for Case-Level Outcome Explanation
P Li, H Zhang, X Chu, A Seeliger, C Yu
International Conference on Process Mining, 165-178, 2023
Experiences and Lessons Learned from the SIGMOD Entity Resolution Programming Contests
A De Angelis, M Mazzei, F Piai, P Merialdo, G Simonini, L Zecchini, ...
ACM SIGMOD Record 52 (2), 43-47, 2023
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