2 papers
cs.LG2021
Group-Structured Adversarial Training
Farzan Farnia, Amirali Aghazadeh, James Zou +1
Robust training methods against perturbations to the input data have received great attention in the machine learning literature. A standard approach in this direction is adversari…
q-bio.GN2018
Feedback GAN (FBGAN) for DNA: a Novel Feedback-Loop Architecture for Optimizing Protein Functions
Anvita Gupta, James Zou
Generative Adversarial Networks (GANs) represent an attractive and novel approach to generate realistic data, such as genes, proteins, or drugs, in synthetic biology. Here, we appl…