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Implicit SVD for Graph Representation Learning



Sami Abu-El-Haija , Hesham Mostafa , Marcel Nassar , Valentino Crespi , Greg Ver Steeg , Aram Galstyan

* Advances in Neural Information Processing Systems (NeurIPS) 2021 

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Fast Graph Learning with Unique Optimal Solutions



Sami Abu-El-Haija , Valentino Crespi , Greg Ver Steeg , Aram Galstyan


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Graph Traversal with Tensor Functionals: A Meta-Algorithm for Scalable Learning



Elan Markowitz , Keshav Balasubramanian , Mehrnoosh Mirtaheri , Sami Abu-El-Haija , Bryan Perozzi , Greg Ver Steeg , Aram Galstyan

* To appear in ICLR 2021 

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Zero-shot Synthesis with Group-Supervised Learning



Yunhao Ge , Sami Abu-El-Haija , Gan Xin , Laurent Itti

* 17 pages including supplemental materials,9 figures 

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End-to-end Learning of Compressible Features



Saurabh Singh , Sami Abu-El-Haija , Nick Johnston , Johannes Ballé , Abhinav Shrivastava , George Toderici

* Accepted at ICIP 2020 

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Machine Learning on Graphs: A Model and Comprehensive Taxonomy



Ines Chami , Sami Abu-El-Haija , Bryan Perozzi , Christopher Ré , Kevin Murphy


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Meta Adaptation using Importance Weighted Demonstrations



Kiran Lekkala , Sami Abu-El-Haija , Laurent Itti


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Human Languages in Source Code: Auto-Translation for Localized Instruction



Chris Piech , Sami Abu-El-Haija


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MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing



Sami Abu-El-Haija , Bryan Perozzi , Amol Kapoor , Nazanin Alipourfard , Kristina Lerman , Hrayr Harutyunyan , Greg Ver Steeg , Aram Galstyan


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