SPTM-L4: Optimization Techniques I |
| Session Type: Lecture |
| Time: Wednesday, 6 May, 09:00 - 11:00 |
| Location: On-Demand |
| Virtual Session: View on Virtual Platform |
| Session Chair: Pascal Frossard, École Polytechnique Fédérale de Lausanne |
| SPTM-L4.1: BALANCING RATES AND VARIANCE VIA ADAPTIVE BATCH-SIZES IN FIRST-ORDER STOCHASTIC OPTIMIZATION |
| Zhan Gao; University of Pennsylvania |
| Alec Koppel; U.S. Army Research Laboratory |
| Alejandro Ribeiro; University of Pennsylvania |
| SPTM-L4.2: A GREEDY SPARSE APPROXIMATION ALGORITHM BASED ON L1-NORM SELECTION RULES |
| Ramzi Ben mhenni; Ecole Centrale de Nantes |
| Sébastien Bourguignon; Ecole Centrale de Nantes |
| Jérome Idier; Ecole Centrale de Nantes |
| SPTM-L4.3: EXACT SPARSE NONNEGATIVE LEAST SQUARES |
| Nicolas Nadisic; University of Mons |
| Arnaud Vandaele; University of Mons |
| Nicolas Gillis; University of Mons |
| Jeremy Cohen; CNRS, Université de Rennes, Inria, IRISA. |
| SPTM-L4.4: EPIGRAPHICAL REFORMULATION FOR NON-PROXIMABLE MIXED NORMS |
| Seisuke Kyochi; University of Kitakyushu |
| Shunsuke Ono; Tokyo Institute of Technology |
| Ivan Selesnick; New York University |
| SPTM-L4.5: FORWARD-BACKWARD SPLITTING FOR OPTIMAL TRANSPORT BASED PROBLEMS |
| Guillermo Ortiz-Jiménez; Ecole Polytechnique Fédérale de Lausanne (EPFL) |
| Mireille El Gheche; Ecole Polytechnique Fédérale de Lausanne (EPFL) |
| Effrosyni Simou; Ecole Polytechnique Fédérale de Lausanne (EPFL) |
| Hermina Petric Maretic; Ecole Polytechnique Fédérale de Lausanne (EPFL) |
| Pascal Frossard; Ecole Polytechnique Fédérale de Lausanne (EPFL) |
| SPTM-L4.6: SSGD: SPARSITY-PROMOTING STOCHASTIC GRADIENT DESCENT ALGORITHM FOR UNBIASED DNN PRUNING |
| Ching-Hua Lee; University of California, San Diego |
| Igor Fedorov; ARM |
| Bhaskar D. Rao; University of California, San Diego |
| Harinath Garudadri; University of California, San Diego |