Mixture Model Auto-Encoders: Deep Clustering through Dictionary LearningIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 |
Learning to Optimize: A Primer and A BenchmarkJournal of machine learning research (JMLR), 2021 |
K-Deep Simplex: Deep Manifold Learning via Local DictionariesIEEE Transactions on Signal Processing (TSP), 2020 |
Super-efficiency of automatic differentiation for functions defined as a
minimumInternational Conference on Machine Learning (ICML), 2020 |
RandNet: deep learning with compressed measurements of imagesInternational Workshop on Machine Learning for Signal Processing (MLSP), 2019 |
Convolutional Dictionary Learning in Hierarchical NetworksIEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2019 |
Deeply-Sparse Signal rePresentations ()IEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2018 |