31 citations · 40 across the 18 of their papers we have counts for
3 papers · 1 filter
Understanding the Robustness of Multi-Exit Models under Common Corruptions
Akshay Mehra, Skyler Seto, Navdeep Jaitly +1
Multi-Exit models (MEMs) use an early-exit strategy to improve the accuracy and efficiency of deep neural networks (DNNs) by allowing samples to exit the network before the last la…
On the role of Lip Articulation in Visual Speech Perception
Zakaria Aldeneh, Masha Fedzechkina, Skyler Seto +4
Generating realistic lip motion from audio to simulate speech production is critical for driving natural character animation. Previous research has shown that traditional metrics u…
FORML: Learning to Reweight Data for Fairness
Bobby Yan, Skyler Seto, Nicholas Apostoloff
Machine learning models are trained to minimize the mean loss for a single metric, and thus typically do not consider fairness and robustness. Neglecting such metrics in training c…