Aref Einizade

According to our database, Aref Einizade authored at least 18 papers between 2021 and 2026.

Collaborative distances:

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

2026

SpaTeoGL: Spatiotemporal Graph Learning for Interpretable Seizure Onset Zone Analysis from Intracranial EEG.

Elham Rostami, Aref Einizade, Taous-Meriem Laleg-Kirati

CoRR, February, 2026

2025

Second-Order Tensorial Partial Differential Equations on Graphs.

Aref Einizade, Fragkiskos D. Malliaros, Jhony H. Giraldo

CoRR, September, 2025

COSMOS: Continuous Simplicial Neural Networks.

Aref Einizade, Dorina Thanou, Fragkiskos D. Malliaros, Jhony H. Giraldo

CoRR, March, 2025

Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural Networks.

Jhony H. Giraldo, Aref Einizade, Andjela Todorovic, Jhon A. Castro-Correa, Mohsen Badiey, Thierry Bouwmans, Fragkiskos D. Malliaros

IEEE Trans. Signal Inf. Process. over Networks, 2025

Subgraph Gaussian Embedding Contrast for Self-supervised Graph Representation Learning.

Shifeng Xie, Aref Einizade, Jhony H. Giraldo

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2025

2024

Iterative Pseudo-Sparse Partial Least Square and Its Higher Order Variant: Application to Inference From High-Dimensional Biosignals.

Aref Einizade, Sepideh Hajipour Sardouie

IEEE Trans. Cogn. Dev. Syst., February, 2024

Estimation of a causal directed acyclic graph process using non-gaussianity.

Aref Einizade, Jhony H. Giraldo, Fragkiskos D. Malliaros, Sepideh Hajipour Sardouie

Digit. Signal Process., 2024

Spatiotemporal Forecasting Meets Efficiency: Causal Graph Process Neural Networks.

Aref Einizade, Fragkiskos D. Malliaros, Jhony H. Giraldo

CoRR, 2024

Continuous Product Graph Neural Networks.

Aref Einizade, Fragkiskos D. Malliaros, Jhony H. Giraldo

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

2023

ProductGraphSleepNet: Sleep staging using product spatio-temporal graph learning with attentive temporal aggregation.

Aref Einizade, Samaneh Nasiri, Sepideh Hajipour Sardouie, Gari D. Clifford

Neural Networks, July, 2023

Learning Product Graphs From Spectral Templates.

Aref Einizade, Sepideh Hajipour Sardouie

IEEE Trans. Signal Inf. Process. over Networks, 2023

Joint Graph Learning and Blind Separation of Smooth Graph Signals Using Minimization of Mutual Information and Laplacian Quadratic Forms.

Aref Einizade, Sepideh Hajipour Sardouie

IEEE Trans. Signal Inf. Process. over Networks, 2023

Kernel-based Joint Multiple Graph Learning and Clustering of Graph Signals.

Mohamad H. Alizade, Aref Einizade

CoRR, 2023

Explainable automated seizure detection using attentive deep multi-view networks.

Aref Einizade, Samaneh Nasiri, Mohsen Mozafari, Sepideh Hajipour Sardouie, Gari D. Clifford

Biomed. Signal Process. Control., 2023

2022

A Unified Approach for Simultaneous Graph Learning and Blind Separation of Graph Signal Sources.

Aref Einizade, Sepideh Hajipour Sardouie

IEEE Trans. Signal Inf. Process. over Networks, 2022

Robust blind separation of smooth graph signals using minimization of graph regularized mutual information.

Aref Einizade, Sepideh Hajipour Sardouie

Digit. Signal Process., 2022

Estimation of a Causal Directed Acyclic Graph Process using Non-Gaussianity.

Aref Einizade, Sepideh Hajipour Sardouie

CoRR, 2022

2021

Simultaneous Graph Learning and Blind Separation of Graph Signal Sources.

Aref Einizade, Sepideh Hajipour Sardouie, Mohammad B. Shamsollahi

IEEE Signal Process. Lett., 2021