Baris Coskunuzer

According to our database, Baris Coskunuzer authored at least 33 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Node2Graph: Diagnosing Task Unification in Graph Learning.

Neelam Akula, Varun Shiralkar, Baris Coskunuzer

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2026

T3former: Temporal Graph Classification with Topological Machine Learning.

Md Joshem Uddin, Soham Changani, Baris Coskunuzer

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

SCNode: Spatial and Contextual Coordinates for Graph Representation Learning.

Md Joshem Uddin, Astrit Tola, Varin Singh Sikand, Cuneyt Gurcan Akcora, Baris Coskunuzer

Trans. Mach. Learn. Res., 2025

PROXI: Challenging the GNNs for Link Prediction.

Astrit Tola, Jack Myrick, Baris Coskunuzer

Trans. Mach. Learn. Res., 2025

Topo-CNN: Retinal Image Analysis with Topological Deep Learning.

Faisal Ahmed, Mohammad Alfrad Nobel Bhuiyan, Baris Coskunuzer

J. Imaging Inform. Medicine, 2025

TopER: Topological Embeddings in Graph Representation Learning.

Astrit Tola, Funmilola Mary Taiwo, Cuneyt Gurcan Akcora, Baris Coskunuzer

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

MiNT: Multi-Network Transfer Benchmark for Temporal Graph Learning.

Kiarash Shamsi, Tran Gia Bao Ngo, Razieh Shirzadkhani, Shenyang Huang, Farimah Poursafaei, Poupak Azad, Reihaneh Rabbany, Baris Coskunuzer, Guillaume Rabusseau, Cuneyt Gurcan Akcora

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

Diagnosis of Blood Diseases and Disorders with Topological Deep Learning.

Philmore Koung, Saba Fatema, Nagehan Pakasticali, Hung Luu, Baris Coskunuzer

Proceedings of the Machine Learning in Medical Imaging - 16th International Workshop, 2025

Topology-Aware Deep Models for Skin Lesion Classification.

Sayoni Chakraborty, Philmore Koung, Baris Coskunuzer

Proceedings of the Skin Image Analysis, and Computer-Aided Pelvic Imaging for Female Health, 2025

Chainlet Orbits: Topological Address Embedding for Blockchain.

Poupak Azad, Baris Coskunuzer, Murat Kantarcioglu, Cuneyt Gurcan Akcora

Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, V.1, 2025

Breast Cancer Detection with Topological Deep Learning.

Brighton Nuwagira, Adrian Rodriguez, Qiwei Li, Baris Coskunuzer

Proceedings of the IEEE/CVF International Conference on Computer Vision, ICCV 2025, 2025

CuMPerLay: Learning Cubical Multiparameter Persistence Vectorizations.

Caner Korkmaz, Brighton Nuwagira, Baris Coskunuzer, Tolga Birdal

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2025

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

Topological Methods in Machine Learning: A Tutorial for Practitioners.

Baris Coskunuzer, Cüneyt Gürcan Akçora

CoRR, 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 Machine Learning for Low Data Medical Imaging.

Brighton Nuwagira, Caner Korkmaz, Philmore Koung, Baris Coskunuzer

Proceedings of the Machine Learning for Health, 2024

TopOC: Topological Deep Learning for Ovarian and Breast Cancer Diagnosis.

Saba Fatema, Brighton Nuwagira, Sayoni Chakraborty, Reyhan Gedik, Baris Coskunuzer

Proceedings of the Topology- and Graph-Informed Imaging Informatics, 2024

GraphPulse: Topological representations for temporal graph property prediction.

Kiarash Shamsi, Farimah Poursafaei, Shenyang Huang, Tran Gia Bao Ngo, Baris Coskunuzer, Cuneyt Gurcan Akcora

Proceedings of the Twelfth International Conference on Learning Representations, 2024

Time-Aware Knowledge Representations of Dynamic Objects with Multidimensional Persistence.

Baris Coskunuzer, Ignacio Segovia-Dominguez, Yuzhou Chen, Yulia R. Gel

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023

Chainlet Orbits: Topological Address Embedding for the Bitcoin Blockchain.

Poupak Azad, Baris Coskunuzer, Murat Kantarcioglu, Cuneyt Gurcan Akcora

CoRR, 2023

ToFi-ML: Retinal Image Screening with Topological Machine Learning.

Faisal Ahmed, Baris Coskunuzer

Proceedings of the Medical Image Understanding and Analysis - 27th Annual Conference, 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

Proceedings of the Learning on Graphs Conference, 27-30 November 2023, Virtual Event., 2023

Topo-CXR: Chest X-ray TB and Pneumonia Screening with Topological Machine Learning.

Faisal Ahmed, Brighton Nuwagira, Furkan Torlak, Baris Coskunuzer

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Breast Cancer Detection with Topological Machine Learning.

Ankur Yadav, Fnu Nisha, Baris Coskunuzer

Proceedings of the 10th International Conference on Biomedical and Bioinformatics Engineering, 2023

3D MRI Brain Tumor Diagnosis with Topological Descriptors.

Hamza Daruger, David J. Brodsky, Baris Coskunuzer

Proceedings of the Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2023

Histopathological Cancer Detection with Topological Signatures.

Ankur Yadav, Faisal Ahmed, Ovidiu Daescu, Reyhan Gedik, Baris Coskunuzer

Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2023

2022

Geometric Approaches to Persistent Homology.

Henry Adams, Baris Coskunuzer

SIAM J. Appl. Algebra Geom., March, 2022

ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery.

Andac Demir, Baris Coskunuzer, Yulia R. Gel, Ignacio Segovia-Dominguez, Yuzhou Chen, Bulent Kiziltan

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Reduction Algorithms for Persistence Diagrams of Networks: CoralTDA and PrunIT.

Cuneyt Gurcan Akcora, Murat Kantarcioglu, Yulia R. Gel, Baris Coskunuzer

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

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

Proceedings of the Tenth International Conference on Learning Representations, 2022

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

Geometric Approaches on Persistent Homology.

Henry Adams, Baris Coskunuzer

CoRR, 2021

Topological Relational Learning on Graphs.

Yuzhou Chen, Baris Coskunuzer, Yulia R. Gel

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021