| 2019 | ICCV | Exploring the Limitations of Behavior Cloning for Autonomous Driving. | Felipe Codevilla, Eder Santana, Antonio M. Lpez, Adrien Gaidon |
| 2017 | ICASSP | Autoencoders trained with relevant information: Blending Shannon and Wiener's perspectives. | Shujian Yu, Matthew Emigh, Eder Santana, Jos C. Prncipe |
| 2017 | ICLR | Perception Updating Networks: On architectural constraints for interpretable video generative models. | Eder Santana, Jos C. Prncipe |
| 2016 | ICASSP | Predicting visual attention using gamma kernels. | Ryan Burt, Eder Santana, Jos C. Prncipe, Nina Thigpen, Andreas Keil |
| 2016 | IJCNN | Information Theoretic-Learning auto-encoder. | Eder Santana, Matthew Emigh, Jos C. Prncipe |
| 2015 | ICASSP | Learning joint features for color and depth images with Convolutional Neural Networks for object classification. | Eder Santana, Karl P. Dockendorf, Jos C. Prncipe |
| 2015 | IJCNN | Parallel flow in Deep Predictive Coding Networks. | Eder Santana, Goktug T. Cinar, Jos C. Prncipe |
| 2015 | IJCNN | Mixed generative and supervised learning modes in Deep Predictive Coding Networks. | Eder Santana, Jos C. Prncipe |
| 2014 | ICASSP | Projentropy: Using entropy to optimize spatial projections. | Austin J. Brockmeier, Eder Santana, Luis Gonzalo Snchez Giraldo, Jos C. Prncipe |