Journal: Proceedings of the IEEE

Volume 109, Issue 5

607 -- 611Rama Chellappa, Sergios Theodoridis, André van Schaik. Advances in Machine Learning and Deep Neural Networks
612 -- 634Bernhard Schölkopf, Francesco Locatello, Stefan Bauer, Nan Rosemary Ke, Nal Kalchbrenner, Anirudh Goyal, Yoshua Bengio. Toward Causal Representation Learning
635 -- 659Guillermo Ortiz-Jiménez, Apostolos Modas, Seyed-Mohsen Moosavi-Dezfooli, Pascal Frossard. Optimism in the Face of Adversity: Understanding and Improving Deep Learning Through Adversarial Robustness
660 -- 682Luana Ruiz, Fernando Gama, Alejandro Ribeiro. Graph Neural Networks: Architectures, Stability, and Transferability
683 -- 703Cong Fang, Hanze Dong, Tong Zhang 0001. Mathematical Models of Overparameterized Neural Networks
704 -- 727Randall Balestriero, Richard G. Baraniuk. Mad Max: Affine Spline Insights Into Deep Learning
728 -- 755Petros Maragos, Vasileios Charisopoulos, Emmanouil Theodosis. Tropical Geometry and Machine Learning
756 -- 795Lukas Ruff, Jacob R. Kauffmann, Robert A. Vandermeulen, Grégoire Montavon, Wojciech Samek, Marius Kloft, Thomas G. Dietterich, Klaus-Robert Müller. A Unifying Review of Deep and Shallow Anomaly Detection
796 -- 819Jihong Park, Sumudu Samarakoon, Anis Elgabli, Joongheon Kim, Mehdi Bennis, Seong-Lyun Kim, Mérouane Debbah. Communication-Efficient and Distributed Learning Over Wireless Networks: Principles and Applications
820 -- 838S. Kevin Zhou, Hayit Greenspan, Christos Davatzikos, James S. Duncan, Bram van Ginneken, Anant Madabhushi, Jerry L. Prince, Daniel Rueckert, Ronald M. Summers. A Review of Deep Learning in Medical Imaging: Imaging Traits, Technology Trends, Case Studies With Progress Highlights, and Future Promises
839 -- 862Ming-Yu Liu 0001, Xun Huang, Jiahui Yu, Ting-chun Wang, Arun Mallya. Generative Adversarial Networks for Image and Video Synthesis: Algorithms and Applications
863 -- 890Yannis Panagakis, Jean Kossaifi, Grigorios G. Chrysos, James Oldfield 0001, Mihalis A. Nicolaou, Anima Anandkumar, Stefanos Zafeiriou. Tensor Methods in Computer Vision and Deep Learning
891 -- 910Krishna Somandepalli, Tanaya Guha, Victor R. Martinez, Naveen Kumar 0004, Hartwig Adam, Shrikanth Narayanan. Computational Media Intelligence: Human-Centered Machine Analysis of Media
911 -- 934Mike Davies, Andreas Wild, Garrick Orchard, Yulia Sandamirskaya, Gabriel A. Fonseca Guerra, Prasad Joshi, Philipp Plank, Sumedh R. Risbud. Advancing Neuromorphic Computing With Loihi: A Survey of Results and Outlook
935 -- 950Friedemann Zenke, Emre O. Neftci. Brain-Inspired Learning on Neuromorphic Substrates