A Sum-of-Ratios Multi-Dimensional-Knapsack Decomposition for DNN Resource Scheduling. - Menglu Yu; Chuan Wu 001; Bo Ji 001; Jia Liu 002 (INFOCOM, 2021)

GADGET: Online Resource Optimization for Scheduling Ring-All-Reduce Learning Jobs. - Menglu Yu; Ye Tian; Bo Ji 001; Chuan Wu 001; Hridesh Rajan; Jia Liu 002 (INFOCOM, 2022)

On scheduling ring-all-reduce learning jobs in multi-tenant GPU clusters with communication contention. - Menglu Yu; Bo Ji 001; Hridesh Rajan; Jia Liu 002 (MobiHoc, 2022)

Toward Efficient Online Scheduling for Distributed Machine Learning Systems. - Menglu Yu; Jia Liu 002; Chuan Wu 001; Bo Ji 001; Elizabeth S. Bentley (IEEE Trans. Netw. Sci. Eng., 2022)