Publications

You can also find my articles on my Google Scholar profile.

Text-Guided Molecule Generation with Diffusion Language Model

Haisong Gong, Qiang Liu, Shu Wu, Liang Wang
AAAI2024, March, 2024

This paper presents TGM-DLM, the first diffusion language model designed for SMILE-based molecule generation, replacing traditional auto-regressive models. It highlights improved data efficiency, achieving superior results with a reduced amount of training data.

Description of the image

Recommended citation: Gong, H., Liu, Q., Wu, S., & Wang, L. (2024). Text-Guided Molecule Generation with Diffusion Language Model. Proceedings of the AAAI Conference on Artificial Intelligence, 38(1), 109-117.
Download Paper Code Repository

Heterogeneous Graph Reasoning for Fact Checking over Texts and Tables

Haisong Gong, Weizhi Xu, Shu Wu, Qiang Liu,Liang Wang
AAAI2024, March, 2024

This paper presents HeterFC, where word-level heterogenous is build for graph reasoning. An attention-based method is utilized to integrate information. Multitask loss function is proposed to account for potential inaccuracies in evidence retrieval.

Description of the image

Recommended citation: Gong, H., Xu, W., Wu, S., Liu, Q., & Wang, L. (2024). Heterogeneous Graph Reasoning for Fact Checking over Texts and Tables. Proceedings of the AAAI Conference on Artificial Intelligence, 38(1), 100-108.
Download Paper Code Repository