MLSP-L2: Deep Learning I |
| Session Type: Lecture |
| Time: Tuesday, May 14, 17:30 - 19:30 |
| Location: Auditorium 2 |
| Session Chair: Jie Ding, University of Minnesota |
| MLSP-L2.1: A TRAINING METHOD USING DNN-GUIDED LAYERWISE PRETRAINING FOR DEEP GAUSSIAN PROCESSES |
| Manuscript Link: Click here to view manuscript on IEEE Xplore |
| Tomoki Koriyama; Tokyo Institute of Technology |
| Takao Kobayashi; Tokyo Institute of Technology |
| MLSP-L2.2: JOINTLY SPARSE CONVOLUTIONAL NEURAL NETWORKS IN DUAL SPATIAL-WINOGRAD DOMAINS |
| Manuscript Link: Click here to view manuscript on IEEE Xplore |
| Yoojin Choi; Samsung Semiconductor Inc. |
| Mostafa El-Khamy; Samsung Semiconductor Inc. |
| Jungwon Lee; Samsung Semiconductor Inc. |
| MLSP-L2.3: A PENALIZED AUTOENCODER APPROACH FOR NONLINEAR INDEPENDENT COMPONENT ANALYSIS |
| Manuscript Link: Click here to view manuscript on IEEE Xplore |
| Tianwen Wei; Xiaomi Inc. |
| Stéphane Chrétien; National Physical Laboratory |
| MLSP-L2.4: PRUNE YOUR NEURONS BLINDLY: NEURAL NETWORK COMPRESSION THROUGH STRUCTURED CLASS-BLIND PRUNING |
| Manuscript Link: Click here to view manuscript on IEEE Xplore |
| Abdullah Salama; SAP SE & Hamburg University of Technology |
| Oleksiy Ostapenko; SAP SE & Humboldt University of Berlin |
| Tassilo Klein; SAP SE |
| Moin Nabi; SAP SE |
| MLSP-L2.5: DADA: DEEP ADVERSARIAL DATA AUGMENTATION FOR EXTREMELY LOW DATA REGIME CLASSIFICATION |
| Manuscript Link: Click here to view manuscript on IEEE Xplore |
| Xiaofeng Zhang; University of Science and Technology of China |
| Zhangyang Wang; Texas A&M University |
| Dong Liu; University of Science and Technology of China |
| Qing Ling; Sun Yat-Sen University |
| MLSP-L2.6: UNDERSTANDING DEEP NEURAL NETWORKS THROUGH INPUT UNCERTAINTIES |
| Manuscript Link: Click here to view manuscript on IEEE Xplore |
| Jayaraman J. Thiagarajan; Lawrence Livermore National Laboratory |
| Irene Kim; University of California, Davis |
| Rushil Anirudh; Lawrence Livermore National Laboratory |
| Peer-Timo Bremer; Lawrence Livermore National Laboratory |