DLW-L.2: Deep-Learning-Based Signal Processing for Wireless Communications |
| Symposium: Design, Implementation and Optimization of Deep Learning for Wireless Communications |
| Session Type: Lecture |
| Time: Thursday, November 29, 14:00 - 15:30 |
| Location: Monorail |
| Session Chair: Zhongfeng Wang, Nanjing University |
| 14:00 - 14:18 |
| DLW-L.2.1: REINFORCEMENT LEARNING WITH BUDGET-CONSTRAINED NONPARAMETRIC FUNCTION APPROXIMATION FOR OPPORTUNISTIC SPECTRUM ACCESS |
| Theodoros Tsiligkaridis; MIT Lincoln Laboratory |
| David Romero; MIT Lincoln Laboratory |
| 14:18 - 14:36 |
| DLW-L.2.2: A MODEL-DRIVEN DEEP LEARNING NETWORK FOR MIMO DETECTION |
| Hengtao He; Southeast University |
| Chao-Kai Wen; National Sun Yat-sen University |
| Shi Jin; Southeast University |
| Geoffrey Ye Li; Georgia Institute of Technology |
| 14:36 - 14:54 |
| DLW-L.2.3: SET-THEORETIC LEARNING FOR DETECTION IN CELL-LESS C-RAN SYSTEMS |
| Daniyal Amir Awan; Technical University of Berlin |
| Renato L.G. Cavalcante; Fraunhofer Heinrich Hertz Institute |
| Zoran Utkovski; Fraunhofer Heinrich Hertz Institute |
| Slawomir Stanczak; Fraunhofer Heinrich Hertz Institute |
| 14:54 - 15:12 |
| DLW-L.2.4: CNN BASED RICIAN K FACTOR ESTIMATION FOR NON-STATIONARY INDUSTRIAL FADING CHANNEL |
| Guobao Lu; University of Chinese Academy of Sciences |
| Qilong Zhang; University of Chinese Academy of Sciences |
| Xin Zhang; National University of Defense Technology |
| Fei Shen; Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences |
| Fei Qin; University of Chinese Academy of Sciences |
| 15:12 - 15:30 |
| DLW-L.2.5: ACTOR-CRITIC DEEP REINFORCEMENT LEARNING FOR DYNAMIC MULTICHANNEL ACCESS |
| Chen Zhong; Syracuse University |
| Ziyang Lu; Syracuse University |
| M. Cenk Gursoy; Syracuse University |
| Senem Velipasalar; Syracuse University |
