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Detection and Continual Learning of Novel Face Presentation Attacks


Aug 27, 2021
Mohammad Rostami, Leonidas Spinoulas, Mohamed Hussein, Joe Mathai, Wael Abd-Almageed

* 2021 International Conference on Computer Vision 

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Domain Adaptation for Sentiment Analysis Using Increased Intraclass Separation


Jul 04, 2021
Mohammad Rostami, Aram Galstyan


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Secure Domain Adaptation with Multiple Sources


Jun 23, 2021
Serban Stan, Mohammad Rostami


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Lifelong Learning of Few-shot Learners across NLP Tasks


Apr 18, 2021
Xisen Jin, Mohammad Rostami, Xiang Ren

* 9 pages 

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Privacy Preserving Domain Adaptation for Semantic Segmentation of Medical Images


Jan 02, 2021
Serban Stan, Mohammad Rostami


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One-shot Learning for Temporal Knowledge Graphs


Oct 23, 2020
Mehrnoosh Mirtaheri, Mohammad Rostami, Xiang Ren, Fred Morstatter, Aram Galstyan


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Unsupervised Model Adaptation for Continual Semantic Segmentation


Sep 26, 2020
Serban Stan, Mohammad Rostami

* 12 pages, 5 figures 

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Sequential Unsupervised Domain Adaptation through Prototypical Distributions


Jul 01, 2020
Mohammad Rostami, Aram Galstyan


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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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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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Complementary Learning for Overcoming Catastrophic Forgetting Using Experience Replay


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


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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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Using Task Descriptions in Lifelong Machine Learning for Improved Performance and Zero-Shot Transfer


Oct 10, 2017
David Isele, Mohammad Rostami, Eric Eaton

* 28 pages 

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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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Image Super-Resolution Based on Sparsity Prior via Smoothed $l_0$ Norm


Mar 22, 2016
Mohammad Rostami, Zhou Wang

* Proceedings of the 2011 Symposium on Advanced Intelligent Systems 

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