2 code implementations • CVPR 2023 • Vishwanath Saragadam, Daniel LeJeune, Jasper Tan, Guha Balakrishnan, Ashok Veeraraghavan, Richard G. Baraniuk
Implicit neural representations (INRs) have recently advanced numerous vision-related areas.
no code implementations • 27 May 2022 • Jasper Tan, Daniel LeJeune, Blake Mason, Hamid Javadi, Richard G. Baraniuk
Is overparameterization a privacy liability?
1 code implementation • 7 Feb 2022 • Vishwanath Saragadam, Jasper Tan, Guha Balakrishnan, Richard G. Baraniuk, Ashok Veeraraghavan
We introduce a new neural signal model designed for efficient high-resolution representation of large-scale signals.
1 code implementation • 2 Feb 2022 • Jasper Tan, Blake Mason, Hamid Javadi, Richard G. Baraniuk
A surprising phenomenon in modern machine learning is the ability of a highly overparameterized model to generalize well (small error on the test data) even when it is trained to memorize the training data (zero error on the training data).
1 code implementation • 27 Oct 2020 • Sina AlEMohammad, Hossein Babaei, Randall Balestriero, Matt Y. Cheung, Ahmed Imtiaz Humayun, Daniel LeJeune, Naiming Liu, Lorenzo Luzi, Jasper Tan, Zichao Wang, Richard G. Baraniuk
High dimensionality poses many challenges to the use of data, from visualization and interpretation, to prediction and storage for historical preservation.