activity
20232025
most citedSurfPro: Functional Protein Design Based on Continuous Surface

4 citations · 6 across the 4 of their papers we have counts for

collaborators

9 papers

cs.LG2025

PPDiff: Diffusing in Hybrid Sequence-Structure Space for Protein-Protein Complex Design

Zhenqiao Song, Tiaoxiao Li, Lei Li +1

Designing protein-binding proteins with high affinity is critical in biomedical research and biotechnology. Despite recent advancements targeting specific proteins, the ability to…

cs.LG20251 cited

InstructPro: Natural Language Guided Ligand-Binding Protein Design

Zhenqiao Song, Ramith Hettiarachchi, Chuan Li +2

The de novo design of ligand-binding proteins with tailored functions is essential for advancing biotechnology and molecular medicine, yet existing AI approaches are limited by sca…

q-bio.BM20244 cited

SurfPro: Functional Protein Design Based on Continuous Surface

Zhenqiao Song, Tinglin Huang, Lei Li +1

How can we design proteins with desired functions? We are motivated by a chemical intuition that both geometric structure and biochemical properties are critical to a protein's fun…

cs.LG2024

Generative Enzyme Design Guided by Functionally Important Sites and Small-Molecule Substrates

Zhenqiao Song, Yunlong Zhao, Wenxian Shi +3

Enzymes are genetically encoded biocatalysts capable of accelerating chemical reactions. How can we automatically design functional enzymes? In this paper, we propose EnzyGen, an a…

cs.CL2024

Hire a Linguist!: Learning Endangered Languages with In-Context Linguistic Descriptions

Kexun Zhang, Yee Man Choi, Zhenqiao Song +3

How can large language models (LLMs) process and translate endangered languages? Many languages lack a large corpus to train a decent LLM; therefore existing LLMs rarely perform we…

cs.LG20231 cited

Joint Design of Protein Sequence and Structure based on Motifs

Zhenqiao Song, Yunlong Zhao, Yufei Song +3

Designing novel proteins with desired functions is crucial in biology and chemistry. However, most existing work focus on protein sequence design, leaving protein sequence and stru…