Journal articles

2024

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Aref Einizade, Jhony H. Giraldo, Fragkiskos D. Malliaros, Sepideh Hajipour Sardouie. Estimation of a causal directed acyclic graph process using non-gaussianity. Digital Signal Processing, 2024, 146, pp.104400. ⟨10.1016/j.dsp.2024.104400⟩. ⟨hal-04541701⟩

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Jhony Giraldo, Aref Einizade, Andjela Todorovic, Jhon Castro-Correa, Mohsen Badiey, et al.. Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural Networks. IEEE Transactions on Signal and Information Processing over Networks, 2024, 11, pp.11-22. ⟨10.1109/TSIPN.2024.3503416⟩. ⟨hal-04801077⟩

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Conference papers

2025

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Aref Einizade, Dorina Thanou, Fragkiskos D Malliaros, Jhony Heriberto Giraldo Zuluaga. Continuous Simplicial Neural Networks. NeurIPS 2025 - 39th Annual Conference on Neural Information Processing Systems, Dec 2025, San Diego, United States. ⟨hal-05464217⟩

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Shifeng Xie, Aref Einizade, Jhony Giraldo. Subgraph Gaussian Embedding Contrast for Self-supervised Graph Representation Learning. Joint European Conference on Machine Learning and Knowledge Discovery in Databases, Sep 2025, Porto, France. pp.430-447, ⟨10.1007/978-3-032-06106-5_25⟩. ⟨hal-05490526⟩

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2024

ref_biblio

Aref Einizade, Fragkiskos D. Malliaros, Jhony H. Giraldo. Continuous Product Graph Neural Networks. NeurIPS 2024 - 38th Conference on Neural Information Processing Systems, Dec 2024, Vancouver (BC), Canada. ⟨hal-04896043⟩

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