KDD 2025 Workshop TGL Submissions

PyG 2.0: Scalable Learning on Real World Graphs
Matthias Fey, Jinu Sunil, Akihiro Nitta, Rishi Puri, Manan Shah, Blaž Stojanovič, Ramona Bendias, Alexandria Barghi, Vid Kocijan, Zecheng Zhang, Xinwei He, Jan Eric Lenssen, Jure Leskovec
- Published: 13 Jun 2025, Last Modified: 15 Aug 2025
- TGL @ KDD 2025
- Readers: Everyone
Empowering Interdisciplinary Insights with Dynamic Graph Embedding Trajectories
Yiqiao Jin, Andrew Zhao, Yeon-Chang Lee, Meng Ye, Ajay Divakaran, Srijan Kumar
- Published: 13 Jun 2025, Last Modified: 15 Aug 2025
- TGL @ KDD 2025
- Readers: Everyone
Base3: a simple interpolation-based ensemble method for robust dynamic link prediction
Emma Kondrup
- Published: 13 Jun 2025, Last Modified: 15 Aug 2025
- TGL @ KDD 2025
- Readers: Everyone
DyGMamba: Efficiently Modeling Long-Term Temporal Dependency on Continuous-Time Dynamic Graphs with State Space Models
Zifeng Ding, Yifeng Li, Yuan He, Antonio Norelli, Jingcheng Wu, Volker Tresp, Michael M. Bronstein, Yunpu Ma
- Published: 13 Jun 2025, Last Modified: 15 Aug 2025
- TGL @ KDD 2025
- Readers: Everyone
Efficient Optimization of Inertial Energy Networks Using Physics-Informed Spatio-Temporal Model
Taha Boussaid, François Rousset, Marc CLAUSSE, Vasile-Marian Scuturici
- Published: 13 Jun 2025, Last Modified: 15 Aug 2025
- TGL @ KDD 2025
- Readers: Everyone
Enhancing Deep Learning with Statistical Inference for Node Classification in Temporal Graphs
Jan von Pichowski, Vincenzo Perri, Lisi Qarkaxhija, Ingo Scholtes
- Published: 13 Jun 2025, Last Modified: 15 Aug 2025
- TGL @ KDD 2025
- Readers: Everyone
Between Linear and Sinusoidal: Rethinking the Time Encoder in Dynamic Graph Learning
Hsing-Huan Chung, Shravan S Chaudhari, Xing Han, Yoav Wald, Suchi Saria, Joydeep Ghosh
- Published: 13 Jun 2025, Last Modified: 15 Aug 2025
- TGL @ KDD 2025
- Readers: Everyone
Relational Graph Transformer
Vijay Prakash Dwivedi, Sri Jaladi, Yangyi Shen, Federico Lopez, Charilaos I. Kanatsoulis, Rishi Puri, Matthias Fey, Jure Leskovec
- Published: 13 Jun 2025, Last Modified: 15 Aug 2025
- TGL @ KDD 2025
- Readers: Everyone
Are We Really Measuring Progress? Transferring Insights from Evaluating Recommender Systems to Temporal Link Prediction
Filip Cornell, Oleg Smirnov, Gabriela Zarzar Gandler, Lele Cao
- Published: 13 Jun 2025, Last Modified: 15 Aug 2025
- TGL @ KDD 2025
- Readers: Everyone
Confidence First: Reliability-Driven Temporal Graph Neural Networks
Jayadratha Gayen, Himanshu Pal, Naresh Manwani, Charu Sharma
- Published: 13 Jun 2025, Last Modified: 15 Aug 2025
- TGL @ KDD 2025
- Readers: Everyone
Multi-Modal Interpretable Graph for Competing Risk Prediction with Electronic Health Records
Munib Mesinovic, Peter Watkinson, Tingting Zhu
- Published: 13 Jun 2025, Last Modified: 15 Aug 2025
- TGL @ KDD 2025
- Readers: Everyone