activity
20232026
most citedInstructMol: Multi-Modal Integration for Building a Versatile and Reliable Molecular Assistant in Drug Discovery

14 citations · 21 across the 18 of their papers we have counts for

collaborators
Showing 2024Show all

8 papers · 1 filter

cs.LG2024

Efficient Antibody Structure Refinement Using Energy-Guided SE(3) Flow Matching

Jiying Zhang, Zijing Liu, Shengyuan Bai +3

Antibodies are proteins produced by the immune system that recognize and bind to specific antigens, and their 3D structures are crucial for understanding their binding mechanism an…

cs.CL2024★ 1 cited

SMILES-Prompting: A Novel Approach to LLM Jailbreak Attacks in Chemical Synthesis

Aidan Wong, He Cao, Zijing Liu +1

The increasing integration of large language models (LLMs) across various fields has heightened concerns about their potential to propagate dangerous information. This paper specif…

cs.LG2024

Parameter-Efficient Fine-Tuning via Circular Convolution

Aochuan Chen, Jiashun Cheng, Zijing Liu +4

Low-Rank Adaptation (LoRA) has gained popularity for fine-tuning large foundation models, leveraging low-rank matrices and to represent weight changes (i.…

cs.LG2024

PRESTO: Progressive Pretraining Enhances Synthetic Chemistry Outcomes

He Cao, Yanjun Shao, Zhiyuan Liu +4

Multimodal Large Language Models (MLLMs) have seen growing adoption across various scientific disciplines. These advancements encourage the investigation of molecule-text modeling…

cs.LG2024

SubGDiff: A Subgraph Diffusion Model to Improve Molecular Representation Learning

Jiying Zhang, Zijing Liu, Yu Wang +1

Molecular representation learning has shown great success in advancing AI-based drug discovery. The core of many recent works is based on the fact that the 3D geometric structure o…

q-bio.BM2024

ControlMol: Adding Substructure Control To Molecule Diffusion Models

Qi Zhengyang, Liu Zijing, Zhang Jiying +2

Due to the vast design space of molecules, generating molecules conditioned on a specific sub-structure relevant to a particular function or therapeutic target is a crucial task in…

cs.CL2024★ 3 cited

MoleculeQA: A Dataset to Evaluate Factual Accuracy in Molecular Comprehension

Xingyu Lu, He Cao, Zijing Liu +5

Large language models are playing an increasingly significant role in molecular research, yet existing models often generate erroneous information, posing challenges to accurate mo…

cs.CE2024★ 2 cited

Protein Multimer Structure Prediction via Prompt Learning

Ziqi Gao, Xiangguo Sun, Zijing Liu +3

Understanding the 3D structures of protein multimers is crucial, as they play a vital role in regulating various cellular processes. It has been empirically confirmed that the mult…