H<sup>2</sup>GFM: Towards unifying Homogeneity and Heterogeneity on Text-Attributed Graphs.

Peiyu Zhang Peiyu Zhang 0001 Beijing Institute of Technology, Beijing, China https://orcid.org/0000-0002-0337-7570 Peiyu Zhang 0002 University of Southern California, Los Angeles, CA, USA https://orcid.org/0009-0005-1290-5274 Peiyu Zhang 0003 University of Virginia, Charlottesville, VA, USA https://orcid.org/0000-0002-0618-4088

Trung-Kien Nguyen Heng Ping Shixuan Li Peiyu Zhang Nikos Kanakaris Nicholas A. Kotov Paul Bogdan H<sup>2</sup>GFM: Towards unifying Homogeneity and Heterogeneity on Text-Attributed Graphs. 2025 June abs/2506.08298 CoRR https://doi.org/10.48550/arXiv.2506.08298 db/journals/corr/corr2506.html#abs-2506-08298 streams/journals/corr

Jinzhu Zhang Jialu Shi Peiyu Zhang An approach for identifying complementary patents based on deep learning. 101561 2024 18 J. Informetrics 4 https://doi.org/10.1016/j.joi.2024.101561 db/journals/joi/joi18.html#ZhangSZ24 streams/journals/joi

Yuliang Zhu Ruiming Guo Peiyu Zhang Ayush Bhandari Frequency Estimation via Sub-Nyquist Unlimited Sampling. 9636-9640 2024 ICASSP https://doi.org/10.1109/ICASSP48485.2024.10447003 conf/icassp/2024 db/conf/icassp/icassp2024.html#ZhuGZB24

Lin Wei Min Xu Zhiqiang Liu Chongguo Jiang Xiaohua Lin Yaogang Hu Xiaoming Wen Rongfeng Zou Chunwang Peng Hongrui Lin Guo Wang Lijun Yang Lei Fang Mingjun Yang Peiyu Zhang Hit Identification Driven by Combining Artificial Intelligence and Computational Chemistry Methods: A PI5P4K-β Case Study. 5341-5355 2023 August 63 J. Chem. Inf. Model. 16 https://doi.org/10.1021/acs.jcim.3c00543 db/journals/jcisd/jcisd63.html#WeiXLJLHWZPLWYFYZ23

Zhenwu Hu Qianyue Duan Peiyu Zhang Huanjie Tao An attention-erasing stripe pyramid network for face forgery detection. 4123-4131 2023 November 17 Signal Image Video Process. 8 https://doi.org/10.1007/s11760-023-02644-6 db/journals/sivp/sivp17.html#HuDZT23

Peiyu Zhang Ayush Bhandari Unlimited Sampling in Phase Space. 1-5 2023 ICASSP https://doi.org/10.1109/ICASSP49357.2023.10097109 conf/icassp/2023 db/conf/icassp/icassp2023.html#ZhangB23

Peiyu Zhang Yankui Liu Guoqing Yang Guoqing Zhang 0003 A multi-objective distributionally robust model for sustainable last mile relief network design problem. 689-730 2022 309 Ann. Oper. Res. 2 https://doi.org/10.1007/s10479-020-03813-3 db/journals/anor/anor309.html#ZhangLYZ22

Peiyu Zhang Yankui Liu Guoqing Yang Guoqing Zhang 0003 A distributionally robust optimisation model for last mile relief network under mixed transport. 1316-1340 2022 60 Int. J. Prod. Res. 4 https://doi.org/10.1080/00207543.2020.1856439 db/journals/ijpr/ijpr60.html#ZhangLYZ22

Zhixiong Lin Junjie Zou Shuai Liu Chunwang Peng Zhipeng Li Xiao Wan Dong Fang Jian Yin 0014 Gianpaolo Gobbo Yongpan Chen Jian Ma 0012 Shuhao Wen Peiyu Zhang Mingjun Yang A Cloud Computing Platform for Scalable Relative and Absolute Binding Free Energy Predictions: New Opportunities and Challenges for Drug Discovery. 2720-2732 2021 61 J. Chem. Inf. Model. 6 https://doi.org/10.1021/acs.jcim.0c01329 db/journals/jcisd/jcisd61.html#LinZLPLWF0GCMWZ21

Zhixiong Lin Junjie Zou Shuai Liu Chunwang Peng Zhipeng Li Xiao Wan Dong Fang Jian Yin 0014 Gianpaolo Gobbo Yongpan Chen Jian Ma 0012 Shuhao Wen Peiyu Zhang Mingjun Yang Correction to "A Cloud Computing Platform for Scalable Relative and Absolute Binding Free Energy Prediction: New Opportunities and Challenges for Drug Discovery". 4819 2021 61 J. Chem. Inf. Model. 9 https://doi.org/10.1021/acs.jcim.1c00934 db/journals/jcisd/jcisd61.html#LinZLPLWFYGCMWZ21

Congke Wang Yankui Liu Peiyu Zhang Guoqing Yang Two-Stage Distributionally Robust Optimization for a Two-Allocation p-Hub Median Problem. 2150004 2021 14 J. Uncertain Syst. 1 https://doi.org/10.1142/s1752890921500045 db/journals/jus/jus14.html#WangLZY21

Junjie Zou Jian Yin 0014 Lei Fang Mingjun Yang Tianyuan Wang Weikun Wu Michael A. Bellucci Peiyu Zhang Computational Prediction of Mutational Effects on SARS-CoV-2 Binding by Relative Free Energy Calculations. 5794-5802 2020 60 J. Chem. Inf. Model. 12 https://doi.org/10.1021/acs.jcim.0c00679 https://www.wikidata.org/entity/Q98392146 db/journals/jcisd/jcisd60.html#ZouYFYWWBZ20

Peiyu Zhang Yankui Liu Guoqing Yang Guoqing Zhang 0003 A distributionally robust optimization model for designing humanitarian relief network with resource reallocation. 2749-2767 2020 24 Soft Comput. 4 https://doi.org/10.1007/s00500-019-04362-z https://www.wikidata.org/entity/Q127200805 db/journals/soco/soco24.html#ZhangLYZ20

Peiyu Zhang Jianjun Pan Longtao Xie Tao Zhou 0006 Haoran Bai Yanxiang Zhu Spatial-Temporal Evolution and Regional Differentiation Features of Urbanization in China from 2003 to 2013. 31 2019 8 ISPRS Int. J. Geo Inf. 1 https://doi.org/10.3390/ijgi8010031 https://www.wikidata.org/entity/Q128507468 db/journals/ijgi/ijgi8.html#ZhangPXZBZ19

Xuxun Liu 0001 Peiyu Zhang Data Drainage: A Novel Load Balancing Strategy for Wireless Sensor Networks. 125-128 2018 22 IEEE Commun. Lett. 1 https://doi.org/10.1109/LCOMM.2017.2751601 db/journals/icl/icl22.html#LiuZ18

Mingguo Liu Lijia Chen Jingsong He Peiyu Zhang A novel evolutionary method of structure-diversified digital filter design and its experimental study. 2381-2401 2018 22 Soft Comput. 7 https://doi.org/10.1007/s00500-017-2502-1 https://www.wikidata.org/entity/Q115470543 db/journals/soco/soco22.html#LiuCHZ18

Tao Zhou 0006 Jianjun Pan Peiyu Zhang Shanbao Wei Tao Han Mapping Winter Wheat with Multi-Temporal SAR and Optical Images in an Urban Agricultural Region. 1210 2017 17 Sensors 6 https://doi.org/10.3390/s17061210 https://www.wikidata.org/entity/Q38740525 db/journals/sensors/sensors17.html#ZhouPZWH17

Xiaotian Wang 0001 Guangming Shi Peiyu Zhang Jinjian Wu Fu Li 0002 Yantao Wang He Jiang High quality impulse noise removal via non-uniform sampling and autoregressive modelling based super-resolution. 304-313 2016 10 IET Image Process. 4 https://doi.org/10.1049/iet-ipr.2015.0216 db/journals/iet-ipr/iet-ipr10.html#WangSZWLWJ16

Xiaotian Wang 0001 Shanshan Shen Guangming Shi Yuan-nan Xu Peiyu Zhang Iterative non-local means filter for salt and pepper noise removal. 440-450 2016 38 J. Vis. Commun. Image Represent. https://doi.org/10.1016/j.jvcir.2016.03.024 db/journals/jvcir/jvcir38.html#WangSSXZ16

Shengxian Luo Xiaochuan Peng Shengbo Fan Peiyu Zhang Study on Computing Grid Distributed Middleware and Its Application. 441-445 2009 IFITA (3) https://doi.org/10.1109/IFITA.2009.249 https://doi.ieeecomputersociety.org/10.1109/IFITA.2009.249 conf/ifita/2009 db/conf/ifita/ifita2009-3.html#LuoPFZ09 Peiyu Zhang Graham A. Jullien Micromachined Needles for Microbiological Sample and Drug Delivery System. 247-250 2003 conf/icmens/2003 ICMENS https://doi.org/10.1109/ICMENS.2003.1222000 https://doi.ieeecomputersociety.org/10.1109/ICMENS.2003.1222000 db/conf/icmens/icmens2003.html#ZhangJ03 Haoran Bai Michael A. Bellucci Ayush Bhandari Paul Bogdan Lijia Chen Yongpan Chen Qianyue Duan Shengbo Fan Dong Fang Lei Fang Gianpaolo Gobbo Ruiming Guo Tao Han Jingsong He Yaogang Hu Zhenwu Hu Chongguo Jiang He Jiang Graham A. Jullien Nikos Kanakaris Nicholas A. Kotov Fu Li 0002 Shixuan Li Zhipeng Li Hongrui Lin Xiaohua Lin Zhixiong Lin Mingguo Liu Shuai Liu Xuxun Liu 0001 Yian-Kui LiuYankui Liu Zhiqiang Liu Shengxian Luo Jian Ma 0012 Trung-Kien Nguyen Jianjun Pan Chunwang Peng Xiaochuan Peng Heng Ping Shanshan Shen Guangming Shi Jialu Shi Huanjie Tao Xiao Wan Congke Wang Guo Wang Tianyuan Wang Xiaotian Wang 0001 Yantao Wang Lin Wei Shanbao Wei Shuhao Wen Xiaoming Wen Jinjian Wu Weikun Wu Longtao Xie Min Xu Yuan-nan Xu Guoqing Yang Lijun Yang Mingjun Yang Jian Yin 0014 Guoqing Zhang 0003 Jinzhu Zhang Tao Zhou 0006 Yanxiang Zhu Yuliang Zhu Junjie Zou Rongfeng Zou