no code implementations • 19 Jan 2024 • Junyang Cai, Taoan Huang, Bistra Dilkina
Many real-world problems can be efficiently modeled as Mixed Integer Programs (MIPs) and solved with the Branch-and-Bound method.
1 code implementation • 7 Jan 2024 • Jiatai Tong, Junyang Cai, Thiago Serra
Besides training, mathematical optimization is also used in deep learning to model and solve formulations over trained neural networks for purposes such as verification, compression, and optimization with learned constraints.
no code implementations • 19 Jan 2023 • Junyang Cai, Khai-Nguyen Nguyen, Nishant Shrestha, Aidan Good, Ruisen Tu, Xin Yu, Shandian Zhe, Thiago Serra
One surprising trait of neural networks is the extent to which their connections can be pruned with little to no effect on accuracy.