Graph Representation Learning & Applications
Identification of Molecular Compounds with Topological Machine Learning, A. Tola, S. Aziz, D. Zhabilov, D. Winkler, M. Candas, B. Coskunuzer, submitted.
Detecting Power Grid Outages with Topological Machine Learning, J. Uddin, D. Olojede, R.A. Jacob, J. Zhang, B. Coskunuzer, submitted.
ClassContrast: Bridging the Spatial and Contextual Gaps for Node Representations, J.Uddin, A. Tola, V.Sikand, C.Akcora, B.Coskunuzer, submitted.
TopER: Topological Embeddings in Graph Representation Learning, A.Tola, F.Taiwo, C.Akcora, B.Coskunuzer, NeurIPS 2025
MiNT: Multi-Network Transfer Benchmark for Temporal Graph Learning, K. Shamsi, B. Ngo, R. Shirzadkhani, S. Huang, F. Poursafaei, P. Azad, R. Rabbany, B. Coskunuzer, G. Rabusseau, C. Akcora, NeurIPS 2025
Cyber Attack Detection in Electric Vehicle Charging Stations Using TDA, R.A. Jacob, J. Uddin, J. Wang, B. Coskunuzer, J. Zhang. IEEE PES 2025
PROXI: Challenging the GNNs for Link Prediction, A.Tola, J.Myrick, B.Coskunuzer, TMLR 2025
Chainlet Orbits: Topological Address Embedding for Blockchain, P.Azad, B.Coskunuzer, M.Kantarcioglu, C.Akcora, KDD 2025
Cyber-Attack Detection in Distribution Networks with TDA aided Learning, D. Olojede, J. Uddin, R.A. Jacob, B. Coskunuzer, J. Zhang, IEEE KPEC 2024
Graphpulse: Topological Representations for Temporal Graph Property Prediction, K.Shamsi, N.Bao, A.Huang, F.Poursafai, B. Coskunuzer, C.Akcora, ICLR 2024
TMP: Temporal MultiPersistence for Dynamic Objects, B.Coskunuzer, I.S.Dominguez, Y.Chen, Y.Gel, AAAI 2024
EMP: Effective Multidimensional Persistence for Graph Representation Learning, Y.Chen, I.S. Dominguez, C. G.Akcora, Z. Zhen, M. Kantarcioglu, Y.R.Gel, B. Coskunuzer. LoG 2023
ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery, A.Demir, B.Coskunuzer, Y.Chen, I.S.Dominguez, Y.R.Gel, B.Kiziltan, NeurIPS 2022
Reduction Algorithms for Persistence Diagrams of Networks: CoralTDA and PrunIT, C.G.Akcora, M.Kantarcioglu, Y.R.Gel, B.Coskunuzer, NeurIPS 2022
Time-Aware Multipersistence with Graph Convolutional Networks, Y.Chen, I.S.Dominguez, B.Coskunuzer, Y.R.Gel, ICLR 2022
Topological Relational Learning on Graphs, Y.Chen, B.Coskunuzer, Y.R.Gel, NeurIPS 2021
Medical Image Analysis
CuMPerLay: Learning Cubical Multiparameter Persistence Vectorizations, C. Korkmaz, B. Nuwagira, B. Coskunuzer, T. Birdal, ICCV 2025
Topology-Aware Deep Models for Skin Lesion Classification, S. Chakraborty, P. Koung, B. Coskunuzer, MICCAI ISIC 2025
Breast Cancer Detection with Topological Deep Learning, B. Nuwagira, A. Rodriguez, Q. Li, B. Coskunuzer, ICCV CVAMD 2025
Diagnosis of Blood Diseases with Topological DL, P. Koung, S. Fatema, N. Pakasticali, H. Luu, B. Coskunuzer, MICCAI MLMI 2025
Topo-CNN: Retinal Image Analysis with Topological Deep Learning, F. Ahmed, N. Bhuiyan, B. Coskunuzer, J. Im. Inf. Med. 2025
Topological Machine Learning for Low Data Medical Imaging, B. Nuwagira, C.Korkmaz, P.Koung, B. Coskunuzer, ML4H 2024
Topological DL for Ovarian and Breast Cancer Diagnosis, S. Fatema, B. Nuwagira, S. Chakraborty, R. Gedik, B. Coskunuzer, MICCAI TGI3 2024
Histopathological Cancer Detection with Topological Signatures, A. Yadav, F. Ahmed, O. Daescu, R. Gedik, B. Coskunuzer, IEEE BIBM 2023
3D MRI Brain Tumor Diagnosis with Topological Descriptors, D. Brodsky, H. Daruger, B.Coskunuzer, MICCAI Brainles 2023
Breast Cancer Detection with Topological Machine Learning, A. Yadav, N. Yadav, B. Coskunuzer, ICBBE 2023
ToFi-ML: Retinal Image Screening with Topological Machine Learning, F. Ahmed, B. Coskunuzer, MIUA 2023
Topo-CXR: Chest X-ray TB and Pneumonia Screening with Topological Machine Learning, F. Ahmed, B. Nuwagira, F. Torlak, B. Coskunuzer, ICCV CVAMD 2023
Theory of Topological Data Analysis
Topological Methods in Machine Learning: A Tutorial for Practitioners, B. Coskunuzer, C. Akcora, submitted.
Geometric Bounds for Persistence, A. Balitskiy, B. Coskunuzer, F. Memoli, Trans. AMS (2025)
Geometric Approaches on Persistent Homology, H.Adams, B.Coskunuzer, SIAGA (2022)