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Utilizing Out-Domain Datasets to Enhance Multi-Task Citation Analysis



Dominique Mercier , Syed Tahseen Raza Rizvi , Vikas Rajashekar , Sheraz Ahmed , Andreas Dengel

* 23 pages, 2 figures, 10 tables 

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TimeREISE: Time-series Randomized Evolving Input Sample Explanation



Dominique Mercier , Andreas Dengel , Sheraz Ahmed

* 8 pages, 6 figures, 6 tables 

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Time to Focus: A Comprehensive Benchmark Using Time Series Attribution Methods



Dominique Mercier , Jwalin Bhatt , Andreas Dengel , Sheraz Ahmed

* 12 pages, 6 figures, 8 tables, Presented at ICAART 2022 

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Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification



Dominique Mercier , Adriano Lucieri , Mohsin Munir , Andreas Dengel , Sheraz Ahmed

* 9 pages, 4 figures. 6 tables 

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PatchX: Explaining Deep Models by Intelligible Pattern Patches for Time-series Classification



Dominique Mercier , Andreas Dengel , Sheraz Ahmed

* 8 pages, 8 figures, 6 tables, submitted to IJCNN 2021 

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Interpreting Deep Models through the Lens of Data



Dominique Mercier , Shoaib Ahmed Siddiqui , Andreas Dengel , Sheraz Ahmed

* 8 pages, 11 figures, Accepted for the IEEE International Joint Conference on Neural Networks (IJCNN) 2020 

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P2ExNet: Patch-based Prototype Explanation Network



Dominique Mercier , Andreas Dengel , Sheraz Ahmed

* 12 pages (11 + 1 references), 7 figures 

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ImpactCite: An XLNet-based method for Citation Impact Analysis



Dominique Mercier , Syed Tahseen Raza Rizvi , Vikas Rajashekar , Andreas Dengel , Sheraz Ahmed

* 12 pages (10 + 2 references), 1 figure 

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TSInsight: A local-global attribution framework for interpretability in time-series data



Shoaib Ahmed Siddiqui , Dominique Mercier , Andreas Dengel , Sheraz Ahmed


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