DSP group members travelled en masse to Stockholm, Sweden to present seven regular papers at the International Conference on Machine Learning in July 2018:
- R. Balestriero and R. G. Baraniuk, “A Spline Theory of Deep Learning,” International Conference on Machine Learning (ICML), July 2018
- A. Aghazadeh, R. Spring, D. LeJeune, G. Dasarathy, A. Srivastava, and R. G. Baraniuk, “Ultra-Large Scale Feature Selection using Count-Sketches,” International Conference on Machine Learning (ICML), July 2018
- C. A. Metzler, P. Schniter, A. Veeraraghavan, and R. G. Baraniuk, “prDeep: Robust Phase Retrieval with Flexible Deep Neural Networks,” International Conference on Machine Learning (ICML), July 2018
- C. Romain, R. Balestriero, H. Glotin, and R. G. Baraniuk, “Spline Filters for End-to-End Deep Learning,” International Conference on Machine Learning (ICML), July 2018
- W. Nie, Y. Zhang, and A. Patel, “A Theoretical Explanation for Perplexing Behaviors of Backpropagation-based Visualizations,” International Conference of Machine Learning (ICML), 2018
- R. Liao, L. Xiong, L. Zhang, E. Fetaya, K. Yoon, X. Pitkow, R. Urtasun, R. Zemel, “Revisiting Recurrent Backpropagation,” International Conference of Machine Learning (ICML), 2018
- J. Wu, Y. Wang, Z. Wu, Z. Wang, A. Veeraraghavan, Y. Lin, “Deep k-Means: Re-Training and Parameter Sharing with Harder Cluster Assignments for Compressing Deep Convolutions,” International Conference of Machine Learning (ICML), 2018
In addition, DSP group members presented three workshop papers:
- Z. Wang, A. Lan, W. Nie, A. Waters, P. Grimaldi, and R. G. Baraniuk, “QG-Net: A Data-Driven Question Generation Model for Educational Content,” ICML Workshop on Theoretical Foundations and Applications of Deep Generative Models (TADGM), 2018
- A. Dave, A. K. Vadathya, R. Submramanayam, and K. Mitra, “Solving Inverse Problems in Compressive Imaging using a Deep Autoregressive Model,” ICML Workshop on Theoretical Foundations and Applications of Deep Generative Models (TADGM), 2018
- N. Ho, T. Nguyen, A. Patel, A. Anandkumar, M. E. Jordan, R. G. Baraniuk, “Latent-Dependent Deep Rendering Model,” ICML Workshop on Theoretical Foundations and Applications of Deep Generative Models (TADGM), 2018.