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Collaborations and top research areas from the last five years
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Graph Flow Matching: Enhancing Image Generation with Neighbor-Aware Flow Fields
Siddiqui, M. S. R., Eliasof, M. & Haber, E., 1 Jan 2026, Proceedings of the AAAI Conference on Artificial Intelligence. Koenig, S., Jenkins, C. & Taylor, M. E. (eds.). 30 ed. Association for the Advancement of Artificial Intelligence, p. 25463-25471 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 40, no. 30).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
Multiscale Training of Convolutional Neural Networks
Ahamed, S., Zakariaei, N., Haber, E. & Eliasof, M., 1 Jan 2026, In: Transactions on Machine Learning Research. 2026-FebruaryResearch output: Contribution to journal › Article › peer-review
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Understanding and Improving Laplacian Positional Encodings for Temporal GNNs
Galron, Y., Frasca, F., Maron, H., Treister, E. & Eliasof, M., 1 Jan 2026, Machine Learning and Knowledge Discovery in Databases. Research Track - European Conference, ECML PKDD 2025, Proceedings. Ribeiro, R. P., Jorge, A. M., Soares, C., Gama, J., Pfahringer, B., Japkowicz, N., Larrañaga, P. & Abreu, P. H. (eds.). Springer Science and Business Media Deutschland GmbH, p. 420-437 18 p. (Lecture Notes in Computer Science; vol. 16014 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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An over complete deep learning method for inverse problems
Eliasof, M., Haber, E. & Treister, E., 1 Mar 2025, In: Foundations of Data Science. 7, 1, p. 50-71 22 p.Research output: Contribution to journal › Article › peer-review
Open Access1 Scopus citations -
DiTASK: Multi-Task Fine-Tuning with Diffeomorphic Transformations
Mantri, K. S. I., Schönlieb, C.-B., Ribeiro, B., Baskin, C. & Eliasof, M., 1 Jun 2025, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). p. 25218-25229 12 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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ESTIMATION OF SINGLE-CELL AND TISSUE PERTURBATION EFFECT IN SPATIAL TRANSCRIPTOMICS VIA SPATIAL CAUSAL DISENTANGLEMENT
Megas, S., Chen, D. G., Polanski, K., Eliasof, M., Schönlieb, C. B. & Teichmann, S. A., 1 Jan 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 82875-82900 26 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Graph Adaptive Autoregressive Moving Average Models
Eliasof, M., Gravina, A., Ceni, A., Gallicchio, C., Bacciu, D. & Schönlieb, C. B., 1 Jan 2025, In: Proceedings of Machine Learning Research. 267, p. 15232-15265 34 p.Research output: Contribution to journal › Conference article › peer-review
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Improving the Effective Receptive Field of Message-Passing Neural Networks
Finder, S. E., Weber, R. S., Eliasof, M., Freifeld, O. & Treister, E., 1 Jan 2025, In: Proceedings of Machine Learning Research. 267, p. 17203-17220 18 p.Research output: Contribution to journal › Conference article › peer-review
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Learning Regularization for Graph Inverse Problems
Eliasof, M., Siddiqui, M. S. R., Schönlieb, C. B. & Haber, E., 11 Apr 2025, In: Proceedings of the AAAI Conference on Artificial Intelligence. 39, 16, p. 16471-16479 9 p.Research output: Contribution to journal › Conference article › peer-review
Open Access -
On Oversquashing in Graph Neural Networks Through the Lens of Dynamical Systems
Gravina, A., Eliasof, M., Gallicchio, C., Bacciu, D. & Schönlieb, C. B., 11 Apr 2025, In: Proceedings of the AAAI Conference on Artificial Intelligence. 39, 16, p. 16906-16914 9 p.Research output: Contribution to journal › Conference article › peer-review
Open Access6 Scopus citations
Thesis
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Learning Representations in Graph and Convolutional Neural Networks
Eliasof, M. (Author), Treister, E. (Supervisor), 2024Student thesis: Doctoral Thesis
Press/Media
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Reports from Ben-Gurion University of the Negev Describe Recent Advances in Mathematics (Quantized Convolutional Neural Networks Through the Lens of Partial Differential Equations)
Treister, E., Ben-Yair, I. & Eliasof, M.
1/12/22
1 item of Media coverage
Press/Media