Publications

MetamatBench: Integrating Heterogeneous Data, Computational Tools, and Visual Interface for Metamaterial Discovery

Jianpeng Chen, Wangzhi Zhan, Haohui Wang, Zian Jia, Jingru Gan, Junkai Zhang, Jingyuan Qi, Tingwei Chen, Lifu Huang, Muhao Chen, Ling Li, Wei Wang, Dawei Zhou

KDD 2025 Datasets and Benchmarks Track

MatLLMSearch: Crystal Structure Discovery with Evolution-Guided Large Language Models

Jingru Gan, Peichen Zhong, Yuanqi Du, Yanqiao Zhu, Chenru Duan, Haorui Wang, Carla P. Gomes, Kristin A. Persson, Daniel Schwalbe-Koda, Wei Wang

ICLR 2025 Workshops AgenticAI (Oral) and AI4Mat

Evaluating Large Language Models in Scientific Discovery

Zhangde Song, Jieyu Lu, Yuanqi Du, ..., Jingru Gan et al.

arXiv 2025

Latent Crystallographic Microscope: Probing the Emergent Crystallographic Knowledge in Large Language Models

Jingru Gan, Yanqiao Zhu, Wei Wang

NeurIPS 2025 Workshop: MechInterp

Can Large Language Models Graduate in Materials Science? Evaluating Materials Science Reasoning and Intelligence of LLMs

Junkai Zhang*, Jingru Gan* et al.

arXiv 2025

MetaScientist: A Human-AI Synergistic Framework for Automated Mechanical Metamaterial Design

Jingyuan Qi, Zian Jia, Minqian Liu, Wangzhi Zhan, Junkai Zhang, Xiaofei Wen, Jingru Gan, Jianpeng Chen, Qin Liu, Mingyu Derek Ma, Bangzheng Li, Haohui Wang, Adithya Kulkarni, Muhao Chen, Dawei Zhou, Ling Li, Wei Wang, Lifu Huang

NAACL 2025 Demo Track

Open-Set Knowledge-Based Visual Question Answering with Inference Paths

Jingru Gan, Xinzhe Han, Shuhui Wang, Qingming Huang

arXiv

Multimodal Entity Linking: A New Dataset and A Baseline

Jingru Gan, Jinchang Luo, Haiwei Wang, Shuhui Wang, Wei He, Qingming Huang

ACMMM 2021 (Oral)