no code implementations • 13 Dec 2020 • Michael Zhang, Xiaotian Cheng, Daniel Copeland, Arjun Desai, Melody Y. Guan, Gabriel A. Brat, Serena Yeung
A state-of-the-art convolutional neural network architecture for object detection was used to detect operating hands in open surgery videos.
4 code implementations • NeurIPS 2019 • Antonio Ginart, Melody Y. Guan, Gregory Valiant, James Zou
Intense recent discussions have focused on how to provide individuals with control over when their data can and cannot be used --- the EU's Right To Be Forgotten regulation is an example of this effort.
no code implementations • 3 Jun 2019 • Melody Y. Guan, Gregory Valiant
Recent work on adversarial examples has demonstrated that most natural inputs can be perturbed to fool even state-of-the-art machine learning systems.
1 code implementation • NeurIPS 2018 • Heinrich Jiang, Been Kim, Melody Y. Guan, Maya Gupta
Knowing when a classifier's prediction can be trusted is useful in many applications and critical for safely using AI.
28 code implementations • 9 Feb 2018 • Hieu Pham, Melody Y. Guan, Barret Zoph, Quoc V. Le, Jeff Dean
The controller is trained with policy gradient to select a subgraph that maximizes the expected reward on the validation set.
no code implementations • 5 Jan 2018 • Melody Y. Guan, Heinrich Jiang
We analyze the $K$-armed bandit problem where the reward for each arm is a noisy realization based on an observed context under mild nonparametric assumptions.
no code implementations • ICLR 2018 • Hieu Pham, Melody Y. Guan, Barret Zoph, Quoc V. Le, Jeff Dean
We propose Efficient Neural Architecture Search (ENAS), a faster and less expensive approach to automated model design than previous methods.
no code implementations • EMNLP 2017 • Denny Britz, Melody Y. Guan, Minh-Thang Luong
The standard content-based attention mechanism typically used in sequence-to-sequence models is computationally expensive as it requires the comparison of large encoder and decoder states at each time step.
1 code implementation • 26 Mar 2017 • Melody Y. Guan, Varun Gulshan, Andrew M. Dai, Geoffrey E. Hinton
We also show that our method performs better than competing algorithms by Welinder and Perona (2010), and by Mnih and Hinton (2012).