AI for Science✳Multimodal models✳Scientific reasoning
01 / NEWS & MILESTONES
Recently.
VIPER-R1, our work on visual-to-symbolic physics formula discovery, has been accepted to NeurIPS 2026.
Joined Shanghai AI Laboratory as a researcher.
Successfully defended my doctoral thesis!
More news (4)
Two papers accepted by NeurIPS2024! 🎉
- “Structural Inference of Dynamical Systems with Conjoined State Space Models” is accepted by NeurIPS 2024 Main Track.
- “Benchmarking Structural Inference Methods for Interacting Dynamical Systems with Synthetic Data” is accepted by NeurIPS 2024 Datasets and Benchmarks Track.
Our benchmark on LLMs’ ability to reason with educational knowledge graphs is now live! 🎉
Our benchmark on structural inference with synthetic data is now updated with more methods! ⭐
@inproceedings{liu2026viper,
abbr = {NeurIPS},
title = {Mimicking the Physicist's Eye: A VLM-centric Approach for Physics Formula Discovery},
author = {Liu, Jiaqi and Lai, Songning and Li, Pengze and Yu, Di and Zhou, Wenjie and Zhou, Yiyang and Xia, Peng and Wang, Zijun and Chen, Xi and Tang, Shixiang and Bai, Lei and Ouyang, Wanli and Ding, Mingyu and Yao, Huaxiu and Wang, Aoran},
year = {2026},
arxiv = {2508.17380},
pdf = {https://arxiv.org/pdf/2508.17380},
website = {https://jiaaqiliu.github.io/VIPER-R1/},
selected = {true},
booktitle = {Advances in Neural Information Processing Systems},
note = {Accepted}
}
@article{tang2026native_structural_reasoning,
abbr = {arXiv},
title = {Accurate, Interdisciplinary and Transparent Structure-property Understanding with Deep Native Structural Reasoning},
author = {Tang, Chen and Wang, Yizhou and Wu, Jianyu and Wang, Lintao and Tang, Shixiang and Li, Pengze and Su, Encheng and Yao, Jun and Xiao, Jiabei and Shi, Yuqi and Li, Jielan and Hao, Hongxia and Gao, Zhangyang and Wu, Fang and Fei, Ben and Yue, Xiangyu and Tan, Pan and Zhong, Bozitao and Zhang, Jinouwen and Wang, Aoran and Lu, Yan and Liu, Jiaheng and Ma, Xinzhu and Hong, Liang and Zheng, Mingyue and Torr, Phil and Zhou, Bowen and Ouyang, Wanli and Bai, Lei},
journal = {arXiv preprint arXiv:2607.07708},
year = {2026},
arxiv = {2607.07708},
pdf = {https://arxiv.org/pdf/2607.07708},
website = {https://arxiv.org/abs/2607.07708},
selected = {true}
}
@article{bai2025interns1,
abbr = {arXiv},
title = {Intern-S1: A Scientific Multimodal Foundation Model},
author = {Bai, Lei and Cai, Zhongrui and Cao, Yuhang and Cao, Maosong and Cao, Weihan and Chen, Chiyu and Chen, Haojiong and Chen, Kai and Chen, Pengcheng and Chen, Ying and Chen, Yongkang and Cheng, Yu and Chu, Pei and Chu, Tao and Cui, Erfei and Cui, Ganqu and Cui, Long and Cui, Ziyun and Deng, Nianchen and Ding, Ning and Dong, Nanqing and Dong, Peijie and Dou, Shihan and Du, Sinan and Duan, Haodong and Fan, Caihua and Gao, Ben and Gao, Changjiang and Gao, Jianfei and Gao, Songyang and Gao, Yang and Gao, Zhangwei and Ge, Jiaye and Ge, Qiming and Gu, Lixin and Gu, Yuzhe and Guo, Aijia and Guo, Qipeng and Guo, Xu and He, Conghui and He, Junjun and Hong, Yili and Hou, Siyuan and Hu, Caiyu and Hu, Hanglei and Hu, Jucheng and Hu, Ming and Hua, Zhouqi and Huang, Haian and Huang, Junhao and Huang, Xu and Huang, Zixian and Jiang, Zhe and Kong, Lingkai and Li, Linyang and Li, Peiji and Li, Pengze and Li, Shuaibin and Li, Tianbin and Li, Wei and Li, Yuqiang and Lin, Dahua and Lin, Junyao and Lin, Tianyi and Lin, Zhishan and Liu, Hongwei and Liu, Jiangning and Liu, Jiyao and Liu, Junnan and Liu, Kai and Liu, Kaiwen and Liu, Kuikun and Liu, Shichun and Liu, Shudong and Liu, Wei and Liu, Xinyao and Liu, Yuhong and Liu, Zhan and Lu, Yinquan and Lv, Haijun and Lv, Hongxia and Lv, Huijie and Lv, Qitan and Lv, Ying and Lyu, Chengqi and Ma, Chenglong and Ma, Jianpeng and Ma, Ren and Ma, Runmin and Ma, Runyuan and Ma, Xinzhu and Ma, Yichuan and Ma, Zihan and Mi, Sixuan and Ning, Junzhi and Ning, Wenchang and Pang, Xinle and Peng, Jiahui and Peng, Runyu and Qiao, Yu and Qiu, Jiantao and Qu, Xiaoye and Qu, Yuan and Ren, Yuchen and Shang, Fukai and Shao, Wenqi and Shen, Junhao and Shen, Shuaike and Song, Chunfeng and Song, Demin and Song, Diping and Su, Chenlin and Su, Weijie and Sun, Weigao and Sun, Yu and Tan, Qian and Tang, Cheng and Tang, Huanze and Tang, Kexian and Tang, Shixiang and Tong, Jian and Wang, Aoran and Wang, Bin and Wang, Dong and Wang, Lintao and Wang, Rui and Wang, Weiyun and Wang, Wenhai and Wang, Jiaqi and Wang, Yi and Wang, Ziyi and Wu, Ling-I and Wu, Wen and Wu, Yue and Wu, Zijian and Xiao, Linchen and Xing, Shuhao and Xu, Chao and Xu, Huihui and Xu, Jun and Xu, Ruiliang and Xu, Wanghan and Yang, GanLin and Yang, Yuming and Ye, Haochen and Ye, Jin and Ye, Shenglong and Yu, Jia and Yu, Jiashuo and Yu, Jing and Yuan, Fei and Zang, Yuhang and Zhang, Bo and Zhang, Chao and Zhang, Chen and Zhang, Hongjie and Zhang, Jin and Zhang, Qiaosheng and Zhang, Qiuyinzhe and Zhang, Songyang and Zhang, Taolin and Zhang, Wenlong and Zhang, Wenwei and Zhang, Yechen and Zhang, Ziyang and Zhao, Haiteng and Zhao, Qian and Zhao, Xiangyu and Zhao, Xiangyu and Zhou, Bowen and Zhou, Dongzhan and Zhou, Peiheng and Zhou, Yuhao and Zhou, Yunhua and Zhu, Dongsheng and Zhu, Lin and Zou, Yicheng},
journal = {arXiv preprint arXiv:2508.15763},
year = {2025},
arxiv = {2508.15763},
pdf = {https://arxiv.org/pdf/2508.15763},
website = {https://arxiv.org/abs/2508.15763},
selected = {true}
}
@article{wang2025physunibench,
abbr = {arXiv},
title = {PhysUniBench: A Multi-Modal Physics Reasoning Benchmark at Undergraduate Level},
author = {Wang, Lintao and Su, Encheng and Liu, Jiaqi and Li, Pengze and Xiao, Jiabei and Zhang, Wenlong and Dai, Xinnan and Chen, Xi and Meng, Yuan and Bai, Lei and Ouyang, Wanli and Tang, Shixiang and Wang, Aoran and Ma, Xinzhu},
journal = {arXiv preprint arXiv:2506.17667},
year = {2025},
arxiv = {2506.17667},
pdf = {https://arxiv.org/pdf/2506.17667},
website = {https://prismax-team.github.io/PhysUniBenchmark/},
selected = {true}
}
