2021 IEEE International Conference on Acoustics, Speech and Signal Processing
6-11 June 2021 • Toronto, Ontario, Canada
Extracting Knowledge from Information
MLSP-33: Optimization Methods |
| Session Type: Poster |
| Time: Thursday, 10 June, 15:30 - 16:15 |
| Location: Gather.Town |
| Virtual Session: View on Virtual Platform |
| Session Chair: Konstantinos Slavakis, University at Buffalo |
| MLSP-33.1: IMPROVED STEP-SIZE SCHEDULES FOR NOISY GRADIENT METHODS |
| Sarit Khirirat; KTH Royal Institute of Technology |
| Xiaoyu Wang; KTH Royal Institute of Technology |
| Sindri Magnússon; Stockholm University |
| Mikael Johansson; KTH Royal Institute of Technology |
| MLSP-33.2: RESPIPE: RESILIENT MODEL-DISTRIBUTED DNN TRAINING AT EDGE NETWORKS |
| Pengzhen Li; University of Illinois at Chicago |
| Erdem Koyuncu; University of Illinois at Chicago |
| Hulya Seferoglu; University of Illinois at Chicago |
| MLSP-33.3: AN OPTIMAL STOCHASTIC COMPOSITIONAL OPTIMIZATION METHOD WITH APPLICATIONS TO META LEARNING |
| Yuejiao Sun; University of California, Los Angeles |
| Tianyi Chen; Rensselaer Polytechnic Institute |
| Wotao Yin; University of California, Los Angeles |
| MLSP-33.4: DECENTRALIZED OPTIMIZATION ON TIME-VARYING DIRECTED GRAPHS UNDER COMMUNICATION CONSTRAINTS |
| Yiyue Chen; University of Texas at Austin |
| Abolfazl Hashemi; University of Texas at Austin |
| Haris Vikalo; University of Texas at Austin |
| MLSP-33.5: DECENTRALIZED DEEP LEARNING USING MOMENTUM-ACCELERATED CONSENSUS |
| Aditya Balu; Iowa State University |
| Zhanhong Jiang; Johnson Controls |
| Sin Yong Tan; Iowa State University |
| Chinmay Hedge; New York University |
| Young M Lee; Johnson Controls |
| Soumik Sarkar; Iowa State University |
| MLSP-33.6: DEMYSTIFYING MODEL AVERAGING FOR COMMUNICATION-EFFICIENT FEDERATED MATRIX FACTORIZATION |
| Shuai Wang; The Chinese University of Hong Kong, Shenzhen |
| Richard Cornelius Suwandi; The Chinese University of Hong Kong, Shenzhen |
| Tsung-Hui Chang; The Chinese University of Hong Kong, Shenzhen |