1 code implementation • ICLR 2022 • Chencheng Xu, Zhiwei Hong, Minlie Huang, Tao Jiang
Here, we propose FedReg, an algorithm to accelerate FL with alleviated knowledge forgetting in the local training stage by regularizing locally trained parameters with the loss on generated pseudo data, which encode the knowledge of previous training data learned by the global model.
1 code implementation • NeurIPS 2020 • Chencheng Xu, Qiao Liu, Minlie Huang, Tao Jiang
A major challenge in the pharmaceutical industry is to design novel molecules with specific desired properties, especially when the property evaluation is costly.
Ranked #1 on Molecular Graph Generation on ZINC (QED Top-3 metric)