Keskeiset käsitteet
Discrete protein language representation for sequence-structure co-generation.
Tilastot
Vanilla VQ (Van Den Oord et al., 2017) compresses latent representations to the nearest codebook vector.
Soft Conditional Vector Quantizer (SoftCVQ) achieves good performance on both protein reconstruction and generation tasks.
SoftGVQ identified a trade-off between reconstruction and generation tasks.
Lainaukset
"Establishing a discrete protein language to bridge protein research with NLP remains an open challenge." - Pintea et al., 2023
"Our findings reveal a substantial enhancement in reconstruction quality with the proposed SoftCVQ method surpassing existing VQ methods." - Gao et al., 2023b