A Turing-Style Test for In-Silico Antibodies: How Sampling Mode Makes WGAN-GP Beat VAE in the Wet Lab
Arkadij Kummer, Farbod Mahmoudinobar, Wendi Liu, J. Wade Davis, Eric J. Ma, Sandeep Kumar
This paper compares GANs and VAEs for generating viable antibody sequences, finding GANs outperform VAEs when sampling strategies are optimized.
bioRxiv · Sep 16, 2026 · PreprintBioinformatics