no code implementations • 21 Jun 2022 • Simran Kaur, Jeremy Cohen, Zachary C. Lipton
The mechanisms by which certain training interventions, such as increasing learning rates and applying batch normalization, improve the generalization of deep networks remains a mystery.
no code implementations • 19 Oct 2020 • Sanjai Narain, Emily Mak, Dana Chee, Todd Huster, Jeremy Cohen, Kishore Pochiraju, Brendan Englot, Niraj K. Jha, Karthik Narayan
Central to the design of many robot systems and their controllers is solving a constrained blackbox optimization problem.
no code implementations • 18 Oct 2019 • Simran Kaur, Jeremy Cohen, Zachary C. Lipton
For a standard convolutional neural network, optimizing over the input pixels to maximize the score of some target class will generally produce a grainy-looking version of the original image.
1 code implementation • 11 Jul 2018 • Jeremy Cohen, Daniel S. Katz, Michelle Barker, Robert Haines, Neil Chue Hong
The profile of research software engineering has been greatly enhanced by developments at institutions around the world to form groups and communities that can support effective, sustainable development of research software.
Software Engineering