SS-L7: Learning and Optimization in Non-Convex Environments |
| Session Type: Lecture |
| Time: Tuesday, 5 May, 16:30 - 18:30 |
| Location: On-Demand |
| Virtual Session: View on Virtual Platform |
| Session Chairs: Soummya Kar, Carnegie Mellon, Ali H. Sayed, EPFL and Stefan Vlaski, EPFL |
| SS-L7.1: SCALABLE LEARNING-BASED SAMPLING OPTIMIZATION FOR COMPRESSIVE DYNAMIC MRI |
| Thomas Sanchez; Ecole Polytechnique Fédérale de Lausanne (EPFL) |
| Baran Gözcü; Ecole Polytechnique Fédérale de Lausanne (EPFL) |
| Ruud B. van Heeswijk; Centre Hospitalier Universitaire Vaudois |
| Armin Eftekhari; Umeå university |
| Efe Ilıcak; Bilkent University |
| Tolga Çukur; Bilkent University |
| Volkan Cevher; Ecole Polytechnique Fédérale de Lausanne (EPFL) |
| SS-L7.2: LINEAR SPEEDUP IN SADDLE-POINT ESCAPE FOR DECENTRALIZED NON-CONVEX OPTIMIZATION |
| Stefan Vlaski; Ecole Polytechnique Fédérale de Lausanne (EPFL) |
| Ali H. Sayed; Ecole Polytechnique Fédérale de Lausanne (EPFL) |
| SS-L7.3: ON DISTRIBUTED STOCHASTIC GRADIENT ALGORITHMS FOR GLOBAL OPTIMIZATION |
| Brian Swenson; Princeton University |
| Anirudh Sridhar; Princeton University |
| H. Vincent Poor; Princeton University |
| SS-L7.4: DISTRIBUTED TENSOR COMPLETION OVER NETWORKS |
| Claudio Battiloro; Sapienza University of Rome |
| Paolo Di Lorenzo; Sapienza University of Rome |
| SS-L7.5: LOOKAHEAD CONVERGES TO STATIONARY POINTS OF SMOOTH NON-CONVEX FUNCTIONS |
| Jianyu Wang; Carnegie Mellon University |
| Vinayak Tantia; Facebook AI Research |
| Nicolas Ballas; Facebook AI Research |
| Michael Rabbat; Facebook AI Research |
| SS-L7.6: COMMUNICATION CONSTRAINED LEARNING WITH UNCERTAIN MODELS |
| James Hare; U.S. Army Research Laboratory |
| Cesar Uribe; Massachusetts Institute of Technology |
| Lance Kaplan; U.S. Army Research Laboratory |
| Ali Jadbabaie; Massachusetts Institute of Technology |