International Workshop on Data-driven Science for Graphs: Algorithms, Architectures, and  
Applications  
Sorrento, Italy  
Day 3: Sunday, December 17, 2023  
* Tentative schedule below is based on Italy Time  
WorkshopChairs:Jinli Zhang, Xuemin Lin, Yongduan Song  
Keynote Speaker: Prof. Yoshihiro Yamanishi, Nagoya University, Japan  
Day 3: Sunday, December 17, 2023 (14:00 18:00) Room: Boardroom 3  
Time (TRT)  
Title  
Presenter/Authors  
14:00 14:20  
Opening & Keynote Talk  
14:20 14:40  
14:40 15:00  
S42201 Clustering and GNN prediction with DrugMatrix  
Jiaji Ma, Guojing Cong, and Scott Auerbach  
S42202 Proximity Network for Visualizing Infection Risks of  
Pedestrian Behavior at Large-Scale Events  
Sayaka Morikoshi, Ryo Niwa, Shunki  
Takami, Masaki Onishi, and Takayuki Itoh  
S42203 A New Prediction Algorithm Based on Local Neighbor  
Closeness and Influence of Node  
Ding HaiPing, Wei Liang, Li FaXu, Li  
PengYue, and Chen JunJie  
15:00 15:20  
Mingyuan Li, Lei Meng, Zhonglin Ye,  
Haixing Zhao, Yuzhi Xiao, and Shujuan Cao  
15:20 15:40  
15:40 16:00  
S42204 Multi-scale Heterogeneous Graph Contrastive Learning  
S42205 Multi-modal Medical Information based Data Mining for  
Expression and Characteristic Pattern Prediction of TP53 in  
Endometrial Carcinoma  
Tianming Du, Chen Li, Tao Jiang, Jinzhu  
Yang, Marcin Grzegorzek, and Hongzan Sun  
16:00 16:30  
16:30 16:50  
Coffee Break(30min)  
S42206 Continuous Prompt for Chemical Language Model Aided  
Anticancer Synergistic Drug Combination Prediction  
Guannan Geng, Lingling Zhao, Chunyu  
Wang, Xiaoyan Liu, and Junjie Wang  
Hechen Yang, Jinzhu Yang, Tao Jiang, Xin  
Zhao, Jinghua Zhang, Peng Zhao, Ao Chen,  
Qianqing Nie, Marcin Grzegorzek, and Chen  
Li  
S42207 ECA-RetinaNet : A Novel Self-Attention RetinaNet for  
Environmental Microorganism Image Object Detection  
16:50 17:10  
17:10 17:30  
17:30 17:50  
Shanchuan Huang, Hongwei Lei, Liuhan Jin,  
Jinzhu Yang, Tao Jiang, Yudong Yao,  
Marcin Grzegorzek, and Chen Li  
S42208 Dermoscopic Image Classification Using Attention  
Mechanism and Ensemble Learning Approaches  
Minghe Gao, Chen Li, Jingyu Zhang,  
S42209 Predicting PD-L1 status of esophageal cancer from H&E  
images based on FusedNet model  
Haoyuan Chen, Weiming Hu, Hechen Yang,  
Liyu Shi, Yujie Jing, Shuaiyi Tian, Hongzan  
Sun, Marcin Grzegorzek, and Xiaoyan Li  
BigD590 On the pursuit of Graph Embedding Strategies for Individual Omid Isfahani Alamdari, Mirco Nanni, and  
17:50 18:10  
18:10 18:30  
Mobility Networks  
Agnese Bonavita  
BigD638 Graph Coordinates and Conventional Neural Networks - An  
Alternative for Graph Neural Networks  
Zheyi Qin, Randy Paffenroth, and Anura  
Jayasumana