| 2025 | SDM | Conformal Edge-Weight Prediction in Latent Space. | Akash Choudhuri, Yongjian Zhong, Mehrdad Moharrami, Christine Klymko, Mark Heimann, Jayaraman J. Thiagarajan, Bijaya Adhikari |
| 2024 | ICLR | Accurate and Scalable Estimation of Epistemic Uncertainty for Graph Neural Networks. | Puja Trivedi, Mark Heimann, Rushil Anirudh, Danai Koutra, Jayaraman J. Thiagarajan |
| 2023 | ICIP | Modeling Hierarchical Topological Structure in Scientific Images with Graph Neural Networks. | Samuel Leventhal, Attila Gyulassy, Valerio Pascucci, Mark Heimann |
| 2023 | WACV | Contrastive Knowledge-Augmented Meta-Learning for Few-Shot Classification. | Rakshith Subramanyam, Mark Heimann, T. S. Jayram, Rushil Anirudh, Jayaraman J. Thiagarajan |
| 2022 | CIKM | CAPER: Coarsen, Align, Project, Refine - A General Multilevel Framework for Network Alignment. | Jing Zhu, Danai Koutra, Mark Heimann |
| 2021 | SDM | Refining Network Alignment to Improve Matched Neighborhood Consistency. | Mark Heimann, Xiyuan Chen, Fatemeh Vahedian, Danai Koutra |
| 2021 | SDM | Node Proximity Is All You Need: Unified Structural and Positional Node and Graph Embedding. | Jing Zhu, Xingyu Lu, Mark Heimann, Danai Koutra |
| 2020 | CIKM | CONE-Align: Consistent Network Alignment with Proximity-Preserving Node Embedding. | Xiyuan Chen, Mark Heimann, Fatemeh Vahedian, Danai Koutra |
| 2020 | CIKM | G-CREWE: Graph CompREssion With Embedding for Network Alignment. | Kyle Kai Qin, Flora D. Salim, Yongli Ren, Wei Shao, Mark Heimann, Danai Koutra |
| 2019 | ICDM | Distribution of Node Embeddings as Multiresolution Features for Graphs. | Mark Heimann, Tara Safavi, Danai Koutra |
| 2019 | KDD | Smart Roles: Inferring Professional Roles in Email Networks. | Di Jin, Mark Heimann, Tara Safavi, Mengdi Wang, Wei Lee, Lindsay Snider, Danai Koutra |
| 2018 | CIKM | REGAL: Representation Learning-based Graph Alignment. | Mark Heimann, Haoming Shen, Tara Safavi, Danai Koutra |
| 2018 | PAKDD | HashAlign: Hash-Based Alignment of Multiple Graphs. | Mark Heimann, Wei Lee, Shengjie Pan, Kuan-Yu Chen, Danai Koutra |
| 2018 | SDM | Fast Flow-based Random Walk with Restart in a Multi-query Setting. | Yujun Yan, Mark Heimann, Di Jin, Danai Koutra |