activity
20232026
most citedDPA-2: a large atomic model as a multi-task learner

132 citations · 310 across the 40 of their papers we have counts for

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Showing 2024Show all

9 papers · 1 filter

cs.CV2024

MolParser: End-to-end Visual Recognition of Molecule Structures in the Wild

Xi Fang, Jiankun Wang, Xiaochen Cai +7

In recent decades, chemistry publications and patents have increased rapidly. A significant portion of key information is embedded in molecular structure figures, complicating larg…

cs.LG2024

A high-accuracy multi-model mixing retrosynthetic method

Shang Xiang, Lin Yao, Zhen Wang +4

The field of computer-aided synthesis planning (CASP) has seen rapid advancements in recent years, achieving significant progress across various algorithmic benchmarks. However, ch…

q-bio.BM2024

S-MolSearch: 3D Semi-supervised Contrastive Learning for Bioactive Molecule Search

Gengmo Zhou, Zhen Wang, Feng Yu +3

Virtual Screening is an essential technique in the early phases of drug discovery, aimed at identifying promising drug candidates from vast molecular libraries. Recently, ligand-ba…

cs.LG2024★ 2 cited

SciLitLLM: How to Adapt LLMs for Scientific Literature Understanding

Sihang Li, Jin Huang, Jiaxi Zhuang +7

Scientific literature understanding is crucial for extracting targeted information and garnering insights, thereby significantly advancing scientific discovery. Despite the remarka…

cs.LG2024★ 8 cited

Uni-Mol2: Exploring Molecular Pretraining Model at Scale

Xiaohong Ji, Zhen Wang, Zhifeng Gao +4

In recent years, pretraining models have made significant advancements in the fields of natural language processing (NLP), computer vision (CV), and life sciences. The significant…

q-bio.BM2024★ 7 cited

Uni-Mol Docking V2: Towards Realistic and Accurate Binding Pose Prediction

Eric Alcaide, Zhifeng Gao, Guolin Ke +4

In recent years, machine learning (ML) methods have emerged as promising alternatives for molecular docking, offering the potential for high accuracy without incurring prohibitive…

cs.CL2024★ 5 cited

Uni-SMART: Universal Science Multimodal Analysis and Research Transformer

Hengxing Cai, Xiaochen Cai, Shuwen Yang +14

In scientific research and its application, scientific literature analysis is crucial as it allows researchers to build on the work of others. However, the fast growth of scientifi…

cs.CL2024★ 14 cited

SciAssess: Benchmarking LLM Proficiency in Scientific Literature Analysis

Hengxing Cai, Xiaochen Cai, Junhan Chang +20

Recent breakthroughs in Large Language Models (LLMs) have revolutionized scientific literature analysis. However, existing benchmarks fail to adequately evaluate the proficiency of…

physics.chem-ph2024★ 6 cited

End-to-End Crystal Structure Prediction from Powder X-Ray Diffraction

Qingsi Lai, Fanjie Xu, Lin Yao +8

Powder X-ray diffraction (PXRD) is a prevalent technique in materials characterization. While the analysis of PXRD often requires extensive human manual intervention, and most auto…