Code and Appendix of AAAI 2023 paper: FedMDFG: Federated Learning with Multi-Gradient Descent and Fair Guidance A more powerful platform is released in another repository: https://github.com/zibinpan/FedLF, which includes more SOTA fair FL algorithms.