2020 IEEE International Symposium
on Information Theory
21-26 June 2020 • Los Angeles, California, USA
L.10: Learning Theory I | |
| Session Type: Lecture | |
| Track: Statistics and Learning Theory | |
| Virtual Session: View on Virtual Platform | |
| Session Chair: Lizhong Zheng, Massachusetts Institute of Technology | |
| L.10.1: On Estimation of Modal Decompositions | |
| Click here to download the manuscript | |
| Click here to view the Virtual Presentation | |
| Anuran Makur; Massachusetts Institute of Technology | |
| Gregory W. Wornell; Massachusetts Institute of Technology | |
| Lizhong Zheng; Massachusetts Institute of Technology | |
| L.10.2: Robust Generalization via f-Mutual Information | |
| Click here to download the manuscript | |
| Click here to view the Virtual Presentation | |
| Amedeo Roberto Esposito; EPFL | |
| Michael Gastpar; EPFL | |
| Ibrahim Issa; American University of Beirut | |
| L.10.3: Learning Representations by Maximizing Mutual Information in Variational Autoencoders | |
| Click here to download the manuscript | |
| Click here to view the Virtual Presentation | |
| Ali Lotfi Rezaabad; The University of Texas at Austin | |
| Sriram Vishwanath; The University of Texas at Austin | |
| L.10.4: Stochastic Bottleneck: Rateless Auto-Encoder for Flexible Dimensionality Reduction | |
| Click here to download the manuscript | |
| Click here to view the Virtual Presentation | |
| Toshiaki Koike-Akino; Mitsubishi Electric Research Laboratories (MERL) | |
| Ye Wang; Mitsubishi Electric Research Laboratories (MERL) | |
| L.10.5: Generalization Error Bounds via mth Central Moments of the Information Density | |
| Click here to download the manuscript | |
| Click here to view the Virtual Presentation | |
| Fredrik Hellström; Chalmers University of Technology | |
| Giuseppe Durisi; Chalmers University of Technology | |
| L.10.6: Exploring Unique Relevance for Mutual Information based Feature Selection | |
| Click here to download the manuscript | |
| Click here to view the Virtual Presentation | |
| Shiyu Liu; National University of Singapore | |
| Mehul Motani; National University of Singapore | |
Plan Ahead
2021 IEEE International Symposium on Information Theory
11-16 July 2021 | Melbourne, Victoria, Australia
