selected scholarly activity
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academic article
- Finding Route Hotspots in Large Labeled Networks. IEEE Transactions on Knowledge and Data Engineering. 33:2479-2492. 2021
- Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test. Proceedings of the VLDB Endowment. 14:1583-1596. 2021
- Personalized Cross-Silo Federated Learning on Non-IID Data. THIRTY-FIFTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, THIRTY-THIRD CONFERENCE ON INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE AND THE ELEVENTH SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE. 35:7865-7873. 2021
- Classification with label noise: a Markov chain sampling framework. Data Mining and Knowledge Discovery. 33:1468-1504. 2019
- Exact and Consistent Interpretation for Piecewise Linear Neural Networks: A Closed Form Solution
- Finding Representative Interpretations on Convolutional Neural Networks
- Finding Theme Communities from Database Networks. Proceedings of the VLDB Endowment. 12:10.