Aref Einizade

23 papers A* 1Journal 21Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
SpaTeoGL: Spatiotemporal Graph Learning for Interpretable Seizure Onset Zone Analysis from Intracranial EEG.
CoRR
Elham Rostami, Aref Einizade, Taous-Meriem Laleg-Kirati
2025 J jnl
COSMOS: Continuous Simplicial Neural Networks.
CoRR
Aref Einizade, Dorina Thanou, Fragkiskos D. Malliaros, Jhony H. Giraldo
2025 J jnl
Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural Networks.
IEEE Trans. Signal Inf. Process. over Networks
Jhony H. Giraldo, Aref Einizade, Andjela Todorovic, Jhon A. Castro-Correa, Mohsen Badiey, Thierry Bouwmans, Fragkiskos D. Malliaros
2025 J jnl
Second-Order Tensorial Partial Differential Equations on Graphs.
CoRR
Aref Einizade, Fragkiskos D. Malliaros, Jhony H. Giraldo
2025 J jnl
Subgraph Gaussian Embedding Contrast for Self-Supervised Graph Representation Learning.
CoRR
Shifeng Xie, Aref Einizade, Jhony H. Giraldo
2025 — conf
Subgraph Gaussian Embedding Contrast for Self-supervised Graph Representation Learning.
ECML/PKDD (6)
Shifeng Xie, Aref Einizade, Jhony H. Giraldo
2024 A* conf
Continuous Product Graph Neural Networks.
NeurIPS
Aref Einizade, Fragkiskos D. Malliaros, Jhony H. Giraldo
2024 J jnl
Continuous Product Graph Neural Networks.
CoRR
Aref Einizade, Fragkiskos D. Malliaros, Jhony H. Giraldo
2024 J jnl
Estimation of a causal directed acyclic graph process using non-gaussianity.
Digit. Signal Process.
Aref Einizade, Jhony H. Giraldo, Fragkiskos D. Malliaros, Sepideh Hajipour Sardouie
2024 J jnl
Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural Networks.
CoRR
Jhony H. Giraldo, Aref Einizade, Andjela Todorovic, Jhon A. Castro-Correa, Mohsen Badiey, Thierry Bouwmans, Fragkiskos D. Malliaros
2024 J jnl
Iterative Pseudo-Sparse Partial Least Square and Its Higher Order Variant: Application to Inference From High-Dimensional Biosignals.
IEEE Trans. Cogn. Dev. Syst.
Aref Einizade, Sepideh Hajipour Sardouie
2024 J jnl
Spatiotemporal Forecasting Meets Efficiency: Causal Graph Process Neural Networks.
CoRR
Aref Einizade, Fragkiskos D. Malliaros, Jhony H. Giraldo
2023 J jnl
Explainable automated seizure detection using attentive deep multi-view networks.
Biomed. Signal Process. Control.
Aref Einizade, Samaneh Nasiri, Mohsen Mozafari, Sepideh Hajipour Sardouie, Gari D. Clifford
2023 J jnl
Joint Graph Learning and Blind Separation of Smooth Graph Signals Using Minimization of Mutual Information and Laplacian Quadratic Forms.
IEEE Trans. Signal Inf. Process. over Networks
Aref Einizade, Sepideh Hajipour Sardouie
2023 J jnl
Kernel-based Joint Multiple Graph Learning and Clustering of Graph Signals.
CoRR
Mohamad H. Alizade, Aref Einizade
2023 J jnl
Learning Product Graphs From Spectral Templates.
IEEE Trans. Signal Inf. Process. over Networks
Aref Einizade, Sepideh Hajipour Sardouie
2023 J jnl
ProductGraphSleepNet: Sleep staging using product spatio-temporal graph learning with attentive temporal aggregation.
Neural Networks
Aref Einizade, Samaneh Nasiri, Sepideh Hajipour Sardouie, Gari D. Clifford
2022 J jnl
A Unified Approach for Simultaneous Graph Learning and Blind Separation of Graph Signal Sources.
IEEE Trans. Signal Inf. Process. over Networks
Aref Einizade, Sepideh Hajipour Sardouie
2022 J jnl
Estimation of a Causal Directed Acyclic Graph Process using Non-Gaussianity.
CoRR
Aref Einizade, Sepideh Hajipour Sardouie
2022 J jnl
Learning Product Graphs from Spectral Templates.
CoRR
Aref Einizade, Sepideh Hajipour Sardouie
2022 J jnl
ProductGraphSleepNet: Sleep Staging using Product Spatio-Temporal Graph Learning with Attentive Temporal Aggregation.
CoRR
Aref Einizade, Samaneh Nasiri, Sepideh Hajipour Sardouie, Gari D. Clifford
2022 J jnl
Robust blind separation of smooth graph signals using minimization of graph regularized mutual information.
Digit. Signal Process.
Aref Einizade, Sepideh Hajipour Sardouie
2021 J jnl
Simultaneous Graph Learning and Blind Separation of Graph Signal Sources.
IEEE Signal Process. Lett.
Aref Einizade, Sepideh Hajipour Sardouie, Mohammad B. Shamsollahi