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Shaofeng CAI
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Privacy Preserving Vertical Federated Learning for Tree-based Models
Y Wu, S Cai, X Xiao, G Chen, BC Ooi
Proceedings of the VLDB Endowment 13, 2020
2302020
Understanding Architectures Learnt by Cell-based Neural Architecture Search
Y Shu, W Wang, S Cai
International Conference on Learning Representations (ICLR), 2019
1122019
The Disruptions of 5G on Data-driven Technologies and Applications
D Loghin, S Cai, G Chen, TTA Dinh, F Fan, Q Lin, J Ng, BC Ooi, X Sun, ...
IEEE transactions on Knowledge and Data Engineering (TKDE), 2020
982020
Effective and Efficient Dropout for Deep Convolutional Neural Networks
S Cai, Y Shu, W Wang, M Zhang, G Chen, BC Ooi
arXiv preprint arXiv:1904.03392, 2019
982019
GraphTCN: Spatio-Temporal Interaction Modeling for Human Trajectory Prediction
C Wang*, S Cai*, G Tan
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2021
682021
ARM-Net: Adaptive Relation Modeling Network for Structured Data
S Cai, K Zheng, G Chen, HV Jagadish, BC Ooi, M Zhang
2021 International Conference on Management of Data (SIGMOD), 2021
512021
Dynamic Routing Networks
S Cai, Y Shu, W Wang
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2021
512021
NASI: Label and Data Agnostic Neural Architecture Search at Initialization
Y Shu, S Cai, Z Dai, BC Ooi, BKH Low
International Conference on Learning Representations (ICLR), 2022
492022
TRACER: A Framework for Facilitating Accurate and Interpretable Analytics for High Stakes Applications
K Zheng, S Cai, HR Chua, W Wang, KY Ngiam, BC Ooi
2020 International Conference on Management of Data (SIGMOD), 2020
252020
Model Slicing for Supporting Complex Analytics with Elastic Inference Cost and Resource Constraints
S Cai, G Chen, BC Ooi, J Gao
Proceedings of the VLDB Endowment 13, 2019
242019
Adaptive Lightweight Regularization Tool for Complex Analytics
Z Luo, S Cai, J Gao, M Zhang, KY Ngiam, G Chen, WC Lee
2018 IEEE 34th International Conference on Data Engineering (ICDE), 2018
182018
Adaptive Knowledge Driven Regularization for Deep Neural Networks
Z Luo, S Cai, C Cui, BC Ooi, Y Yang
The 35th AAAI Conference on Artificial Intelligence (AAAI), 2021
142021
Do LLMs Understand Visual Anomalies? Uncovering LLM Capabilities in Zero-shot Anomaly Detection
J Zhu, S Cai*, F Deng, J Wu, BC Ooi
2024 ACM 32nd International Conference on Multimedia (MM Oral), 2024
122024
Improving Data Analytics with Fast and Adaptive Regularization
Z Luo, S Cai, G Chen, J Gao, WC Lee, KY Ngiam, M Zhang
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2019
122019
Regularized Pairwise Relationship based Analytics for Structured Data
Z Luo, S Cai, Y Wang, BC Ooi
2023 International Conference on Management of Data (SIGMOD), 2023
112023
Robust and Transferable Log-based Anomaly Detection
P Jia, S Cai*, BC Ooi, P Wang, Y Xiong
2023 International Conference on Management of Data (SIGMOD), 2023
112023
DyHealth: Making Neural Networks Dynamic for Effective Healthcare Analytics
K Zheng, S Cai, HR Chua, M Herschel, M Zhang, BC Ooi
Proceedings of the VLDB Endowment 15, 2022
102022
METER: A Dynamic Concept Adaptation Framework for Online Anomaly Detection
J Zhu, S Cai, F Deng, BC Ooi, W Zhang
Proceedings of the VLDB Endowment 17, 2024
42024
Powering In-database Dynamic Model Slicing for Structured Data Analytics
L Zeng, N Xing, S Cai, G Chen, BC Ooi, J Pei, Y Wu
Proceedings of the VLDB Endowment 18, 2024
22024
Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems
N Xing, S Cai, G Chen, Z Luo, BC Ooi, J Pei
Proceedings of the VLDB Endowment 17, 2024
22024
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