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Shiqi He

3 accepted papers

2023

Anchor Sampling for Federated Learning with Partial Client Participation

ICML 2023poster

Compared with full client participation, partial client participation is a more practical scenario in federated learning, but it may amplify some challenges in federated learning, such as data heterogeneity. The lack of inactive clients' updates in partial client participation makes it more likely f…

2022

Augmenting Operations Research with Auto-Formulation of Optimization Models From Problem Descriptions

EMNLP 2022industry

We describe an augmented intelligence system for simplifying and enhancing the modeling experience for operations research. Using this system, the user receives a suggested formulation of an optimization problem based on its description. To facilitate this process, we build an intuitive user interfa…