Amy Lu

@amyxlu.bsky.social

AI for drug discovery at Isomorphic Labs. Prev: PhD @ UC Berkeley | 🇨🇦

We trained a model to co-generate protein sequence and structure by working in the ESMFold latent space, which encodes both. PLAID only requires sequences for training but generates all-atom structures! Really proud of @amyxlu.bsky.social 's effort leading this project end-to-end!

generations from PLAIDThe PLAID model architectureConditional generations from PLAID
Amy Lu@amyxlu.bsky.social · 2y ago

1/🧬 Excited to share PLAID, our new approach for co-generating sequence and all-atom protein structures by sampling from the latent space of ESMFold. This requires only sequences during training, which unlocks more data and annotations: bit.ly/plaid-proteins 🧵

overview of results for PLAID!

1/🧬 Excited to share PLAID, our new approach for co-generating sequence and all-atom protein structures by sampling from the latent space of ESMFold. This requires only sequences during training, which unlocks more data and annotations: bit.ly/plaid-proteins 🧵

overview of results for PLAID!