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Lifelong Learning with Sketched Structural Regularization


Apr 17, 2021
Haoran Li, Aditya Krishnan, Jingfeng Wu, Soheil Kolouri, Praveen K. Pilly, Vladimir Braverman


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Set Representation Learning with Generalized Sliced-Wasserstein Embeddings


Mar 05, 2021
Navid Naderializadeh, Soheil Kolouri, Joseph F. Comer, Reed W. Andrews, Heiko Hoffmann


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Wasserstein Embedding for Graph Learning


Jun 16, 2020
Soheil Kolouri, Navid Naderializadeh, Gustavo K. Rohde, Heiko Hoffmann


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Radon cumulative distribution transform subspace modeling for image classification


Apr 07, 2020
Mohammad Shifat-E-Rabbi, Xuwang Yin, Abu Hasnat Mohammad Rubaiyat, Shiying Li, Soheil Kolouri, Akram Aldroubi, Jonathan M. Nichols, Gustavo K. Rohde

* 14 pages, 11 figures 

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Statistical and Topological Properties of Sliced Probability Divergences


Mar 12, 2020
Kimia Nadjahi, Alain Durmus, Lénaïc Chizat, Soheil Kolouri, Shahin Shahrampour, Umut Şimşekli


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Generalized Sliced Distances for Probability Distributions


Feb 28, 2020
Soheil Kolouri, Kimia Nadjahi, Umut Simsekli, Shahin Shahrampour


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Deep Reinforcement Learning with Modulated Hebbian plus Q Network Architecture


Sep 21, 2019
Pawel Ladosz, Eseoghene Ben-Iwhiwhu, Yang Hu, Nicholas Ketz, Soheil Kolouri, Jeffrey L. Krichmar, Praveen Pilly, Andrea Soltoggio


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Learning a Domain-Invariant Embedding for Unsupervised Domain Adaptation Using Class-Conditioned Distribution Alignment


Jul 04, 2019
Alex Gabourie, Mohammad Rostami, Philip Pope, Soheil Kolouri, Kyungnam Kim


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Neural Networks, Hypersurfaces, and Radon Transforms


Jul 04, 2019
Soheil Kolouri, Xuwang Yin, Gustavo K. Rohde


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Universal Litmus Patterns: Revealing Backdoor Attacks in CNNs


Jun 26, 2019
Soheil Kolouri, Aniruddha Saha, Hamed Pirsiavash, Heiko Hoffmann


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Zero-Shot Image Classification Using Coupled Dictionary Embedding


Jun 10, 2019
Mohammad Rostami, Soheil Kolouri, Zak Murez, Yuri Owekcho, Eric Eaton, Kuyngnam Kim

* arXiv admin note: substantial text overlap with arXiv:1709.03688 

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Generative Continual Concept Learning


Jun 10, 2019
Mohammad Rostami, Soheil Kolouri, James McClelland, Praveen Pilly


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Divide-and-Conquer Adversarial Detection


May 27, 2019
Xuwang Yin, Soheil Kolouri, Gustavo K. Rohde


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On Sampling Random Features From Empirical Leverage Scores: Implementation and Theoretical Guarantees


Mar 20, 2019
Shahin Shahrampour, Soheil Kolouri

* 23 pages 

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Complementary Learning for Overcoming Catastrophic Forgetting Using Experience Replay


Mar 11, 2019
Mohammad Rostami, Soheil Kolouri, Praveen K. Pilly


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Using World Models for Pseudo-Rehearsal in Continual Learning


Mar 06, 2019
Nicholas Ketz, Soheil Kolouri, Praveen Pilly


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Attention-Based Structural-Plasticity


Mar 02, 2019
Soheil Kolouri, Nicholas Ketz, Xinyun Zou, Jeffrey Krichmar, Praveen Pilly


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Neuromodulated Goal-Driven Perception in Uncertain Domains


Feb 16, 2019
Xinyun Zou, Soheil Kolouri, Praveen K. Pilly, Jeffrey L. Krichmar


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Generalized Sliced Wasserstein Distances


Feb 01, 2019
Soheil Kolouri, Kimia Nadjahi, Umut Simsekli, Roland Badeau, Gustavo K. Rohde


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Discovering Molecular Functional Groups Using Graph Convolutional Neural Networks


Dec 06, 2018
Phillip Pope, Soheil Kolouri, Mohammad Rostrami, Charles Martin, Heiko Hoffmann


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Sliced-Wasserstein Autoencoder: An Embarrassingly Simple Generative Model


Jun 27, 2018
Soheil Kolouri, Phillip E. Pope, Charles E. Martin, Gustavo K. Rohde


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Multi-Agent Distributed Lifelong Learning for Collective Knowledge Acquisition


Feb 20, 2018
Mohammad Rostami, Soheil Kolouri, Kyungnam Kim, Eric Eaton


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Image to Image Translation for Domain Adaptation


Dec 01, 2017
Zak Murez, Soheil Kolouri, David Kriegman, Ravi Ramamoorthi, Kyungnam Kim


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Sliced Wasserstein Distance for Learning Gaussian Mixture Models


Nov 16, 2017
Soheil Kolouri, Gustavo K. Rohde, Heiko Hoffmann


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Joint Dictionaries for Zero-Shot Learning


Sep 12, 2017
Soheil Kolouri, Mohammad Rostami, Yuri Owechko, Kyungnam Kim


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Discovery and visualization of structural biomarkers from MRI using transport-based morphometry


May 14, 2017
Shinjini Kundu, Soheil Kolouri, Kirk I Erickson, Arthur F Kramer, Edward McAuley, Gustavo K Rohde


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The Cumulative Distribution Transform and Linear Pattern Classification


Feb 14, 2017
Se Rim Park, Soheil Kolouri, Shinjini Kundu, Gustavo Rohde


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A Transportation $L^p$ Distance for Signal Analysis


Sep 27, 2016
Matthew Thorpe, Serim Park, Soheil Kolouri, Gustavo K. Rohde, Dejan Slepčev


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Transport-based analysis, modeling, and learning from signal and data distributions


Sep 15, 2016
Soheil Kolouri, Serim Park, Matthew Thorpe, Dejan Slepčev, Gustavo K. Rohde


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The Radon cumulative distribution transform and its application to image classification


Nov 10, 2015
Soheil Kolouri, Se Rim Park, Gustavo K. Rohde


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