Topological Relational Learning on Graphs. - Yuzhou Chen; Baris Coskunuzer; Yulia R. Gel (NeurIPS, 2021)

Geometric Approaches on Persistent Homology. - Henry Adams; Baris Coskunuzer (CoRR, 2021)

Smart Vectorizations for Single and Multiparameter Persistence. - Baris Coskunuzer; Cuneyt Gurcan Akcora; Ignacio Segovia-Dominguez; Zhiwei Zhen; Murat Kantarcioglu; Yulia R. Gel (CoRR, 2021)

TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting. - Yuzhou Chen; Ignacio Segovia-Dominguez; Baris Coskunuzer; Yulia R. Gel (ICLR, 2022)

Reduction Algorithms for Persistence Diagrams of Networks: CoralTDA and PrunIT. - Cuneyt Gurcan Akcora; Murat Kantarcioglu; Yulia R. Gel; Baris Coskunuzer (NeurIPS, 2022)

ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery. - Andac Demir; Baris Coskunuzer; Yulia R. Gel; Ignacio Segovia-Dominguez; Yuzhou Chen; Bulent Kiziltan (NeurIPS, 2022)

Geometric Approaches to Persistent Homology. - Henry Adams; Baris Coskunuzer (SIAM J. Appl. Algebra Geom., 2022)

Histopathological Cancer Detection with Topological Signatures. - Ankur Yadav; Faisal Ahmed; Ovidiu Daescu; Reyhan Gedik; Baris Coskunuzer (BIBM, 2023)

3D MRI Brain Tumor Diagnosis with Topological Descriptors. - Hamza Daruger; David J. Brodsky; Baris Coskunuzer (BrainLes/SWITCH@MICCAI, 2023)

Breast Cancer Detection with Topological Machine Learning. - Ankur Yadav; Fnu Nisha; Baris Coskunuzer (ICBBE, 2023)

Topo-CXR: Chest X-ray TB and Pneumonia Screening with Topological Machine Learning. - Faisal Ahmed; Brighton Nuwagira; Furkan Torlak; Baris Coskunuzer (ICCV (Workshops), 2023)

EMP: Effective Multidimensional Persistence for Graph Representation Learning. - Yuzhou Chen; Ignacio Segovia-Dominguez; Cuneyt Gurcan Akcora; Zhiwei Zhen; Murat Kantarcioglu; Yulia R. Gel; Baris Coskunuzer (LoG, 2023)

ToFi-ML: Retinal Image Screening with Topological Machine Learning. - Faisal Ahmed; Baris Coskunuzer (MIUA, 2023)

Chainlet Orbits: Topological Address Embedding for the Bitcoin Blockchain. - Poupak Azad; Baris Coskunuzer; Murat Kantarcioglu; Cuneyt Gurcan Akcora (CoRR, 2023)

Time-Aware Knowledge Representations of Dynamic Objects with Multidimensional Persistence. - Baris Coskunuzer; Ignacio Segovia-Dominguez; Yuzhou Chen; Yulia R. Gel (AAAI, 2024)

GraphPulse: Topological representations for temporal graph property prediction. - Kiarash Shamsi; Farimah Poursafaei; Shenyang Huang; Tran Gia Bao Ngo; Baris Coskunuzer; Cuneyt Gurcan Akcora (ICLR, 2024)

TopOC: Topological Deep Learning for Ovarian and Breast Cancer Diagnosis. - Saba Fatema; Brighton Nuwagira; Sayoni Chakraborty; Reyhan Gedik; Baris Coskunuzer (TGI3@MICCAI, 2024)

Topological Machine Learning for Low Data Medical Imaging. - Brighton Nuwagira; Caner Korkmaz; Philmore Koung; Baris Coskunuzer (ML4H@NeurIPS, 2024)

Towards Neural Scaling Laws for Foundation Models on Temporal Graphs. - Razieh Shirzadkhani; Tran Gia Bao Ngo; Kiarash Shamsi; Shenyang Huang; Farimah Poursafaei; Poupak Azad; Reihaneh Rabbany; Baris Coskunuzer; Guillaume Rabusseau; Cuneyt Gurcan Akcora (CoRR, 2024)

Topological Methods in Machine Learning: A Tutorial for Practitioners. - Baris Coskunuzer; Cüneyt Gürcan Akçora (CoRR, 2024)

TopER: Topological Embeddings in Graph Representation Learning. - Astrit Tola; Funmilola Mary Taiwo; Cuneyt Gurcan Akcora; Baris Coskunuzer (CoRR, 2024)

ClassContrast: Bridging the Spatial and Contextual Gaps for Node Representations. - Md Joshem Uddin; Astrit Tola; Varin Sikand; Cuneyt Gurcan Akcora; Baris Coskunuzer (CoRR, 2024)

Chainlet Orbits: Topological Address Embedding for Blockchain. - Poupak Azad; Baris Coskunuzer; Murat Kantarcioglu; Cuneyt Gurcan Akcora (KDD (1), 2025)

PROXI: Challenging the GNNs for Link Prediction. - Astrit Tola; Jack Myrick; Baris Coskunuzer (Trans. Mach. Learn. Res., 2025)