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Xiaohui Fan

3 accepted papers

2024

Domain-Agnostic Molecular Generation with Chemical Feedback

ICLR 2024poster

The generation of molecules with desired properties has become increasingly popular, revolutionizing the way scientists design molecular structures and providing valuable support for chemical and drug design. However, despite the potential of language models in molecule generation, they face challen…

2024

Mol-Instructions: A Large-Scale Biomolecular Instruction Dataset for Large Language Models

ICLR 2024poster

Large Language Models (LLMs), with their remarkable task-handling capabilities and innovative outputs, have catalyzed significant advancements across a spectrum of fields. However, their proficiency within specialized domains such as biomolecular studies remains limited. To address this challenge, w…

2022

Molecular Contrastive Learning with Chemical Element Knowledge Graph

AAAI 2022technical

Molecular representation learning contributes to multiple downstream tasks such as molecular property prediction and drug design. To properly represent molecules, graph contrastive learning is a promising paradigm as it utilizes self-supervision signals and has no requirements for human annotations.…