SPCOM-P1: Machine Learning for Communcations I |
| Session Type: Poster |
| Time: Tuesday, 5 May, 11:30 - 13:30 |
| Location: On-Demand |
| Virtual Session: View on Virtual Platform |
| Session Chairs: Osvaldo Simeone, King's College London and Joakim Jaldén, KTH Royal Institute of Technology |
| SPCOM-P1.1: COMPLEX TRAINABLE ISTA FOR LINEAR AND NONLINEAR INVERSE PROBLEMS |
| Satoshi Takabe; Nagoya Institute of Technology |
| Tadashi Wadayama; Nagoya Institute of Technology |
| Yonina Eldar; Weizmann Institute of Science |
| SPCOM-P1.2: CONDITIONAL MUTUAL INFORMATION NEURAL ESTIMATOR |
| Sina Molavipour; KTH Royal Institute of Technology |
| Germán Bassi; KTH Royal Institute of Technology |
| Mikael Skoglund; KTH Royal Institute of Technology |
| SPCOM-P1.3: Q-LEARNING BASED PREDICTIVE RELAY SELECTION FOR OPTIMAL RELAY BEAMFORMING |
| Anastasios Dimas; Rutgers University |
| Konstantinos Diamantaras; International Hellenic University |
| Athina Petropulu; Rutgers University |
| SPCOM-P1.4: PEER TO PEER OFFLOADING WITH DELAYED FEEDBACK: AN ADVERSARY BANDIT APPROACH |
| Miao Yang; ShanghaiTech University |
| Hongbin Zhu; ShanghaiTech University |
| Haifeng Wang; Shanghai Institute of Microsystem and Information Technology |
| Yevgeni Koucheryavy; Tampere University |
| Konstantin Samouylov; Peoples' Friendship University of Russia |
| Hua Qian; Shanghai Advanced Research Institute, Chinese Academy of Sciences |
| SPCOM-P1.5: TRANSFERABLE POLICIES FOR LARGE SCALE WIRELESS NETWORKS WITH GRAPH NEURAL NETWORKS |
| Mark Eisen; Intel Corporation |
| Alejandro Ribeiro; University of Pennsylvania |
| SPCOM-P1.6: A ZEROTH-ORDER LEARNING ALGORITHM FOR ERGODIC OPTIMIZATION OF WIRELESS SYSTEMS WITH NO MODELS AND NO GRADIENTS |
| Dionysios Kalogerias; University of Pennsylvania |
| Mark Eisen; Intel Corporation |
| George Pappas; University of Pennsylvania |
| Alejandro Ribeiro; University of Pennsylvania |
| SPCOM-P1.7: JOINT SPARSE RECOVERY USING DEEP UNFOLDING WITH APPLICATION TO MASSIVE RANDOM ACCESS |
| Anand P. Sabulal; Indian Institute of Technology Madras |
| Srikrishna Bhashyam; Indian Institute of Technology Madras |
| SPCOM-P1.8: LEARNING-BASED CONTENT CACHING AND USER CLUSTERING: A DEEP DETERMINISTIC POLICY GRADIENT APPROACH |
| Kun-Lin Chan; National Chiao Tung University |
| Feng-Tsun Chien; National Chiao Tung University |
| SPCOM-P1.9: LEARNING-AIDED CONTENT PLACEMENT IN CACHING-ENABLED FOG COMPUTING SYSTEMS USING THOMPSON SAMPLING |
| Junge Zhu; ShanghaiTech University |
| Xi Huang; ShanghaiTech University |
| Ziyu Shao; ShanghaiTech University |
| SPCOM-P1.10: JOINT CODING AND MODULATION IN THE ULTRA-SHORT BLOCKLENGTH REGIME FOR BERNOULLI-GAUSSIAN IMPULSIVE NOISE CHANNELS USING AUTOENCODERS |
| Kirty Vedula; Worcester Polytechnic Institute |
| Randy Paffenroth; Worcester Polytechnic Institute |
| D. Richard Brown III; Worcester Polytechnic Institute |
| SPCOM-P1.11: DEEP JOINT SOURCE-CHANNEL CODING FOR WIRELESS IMAGE RETRIEVAL |
| Mikolaj Jankowski; Imperial College London |
| Deniz Gündüz; Imperial College London |
| Krystian Mikolajczyk; Imperial College London |
| SPCOM-P1.12: META-LEARNING TO COMMUNICATE: FAST END-TO-END TRAINING FOR FADING CHANNELS |
| Sangwoo Park; Korea Advanced Institute of Science and Technology (KAIST) |
| Osvaldo Simeone; King’s College London |
| Joonhyuk Kang; Korea Advanced Institute of Science and Technology (KAIST) |