Byzantine-Robust Decentralized Federated Learning
Minghong Fang, Zifan Zhang, et al.
CCS 2024
In recent years there has been growing interest in generating valid inequalities for mixed-integer programs using sets with two or more constraints. In particular, Andersen et al. (2007) [2] and Borozan and Cornujols (2009) [3] have studied sets defined by equations that contain exactly one integer variable per row. The integer variables are not restricted in sign. Cutting planes based on this approach have already been computationally studied by Espinoza (2008) [8] for general mixed-integer problems, and there is ongoing computational research in this area. In this paper, we extend the model studied in the earlier papers and require the integer variables to be non-negative. We extend the results in [2] and [3] to our case, and show that cuts generated by their approach can be strengthened by using the non-negativity of the integer variables. In particular, it is possible to obtain cuts which have negative coefficients for some variables. © 2010 Elsevier B.V. All rights reserved.
Minghong Fang, Zifan Zhang, et al.
CCS 2024
Ziv Bar-Yossef, T.S. Jayram, et al.
Journal of Computer and System Sciences
Sonia Cafieri, Jon Lee, et al.
Journal of Global Optimization
Tong Zhang, G.H. Golub, et al.
Linear Algebra and Its Applications