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Revisiting the Shape-Bias of Deep Learning for Dermoscopic Skin Lesion Classification



Adriano Lucieri , Fabian Schmeisser , Christoph Peter Balada , Shoaib Ahmed Siddiqui , Andreas Dengel , Sheraz Ahmed

* Submitted preprint accepted for MIUA 2022 

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A Novel Approach to Train Diverse Types of Language Models for Health Mention Classification of Tweets



Pervaiz Iqbal Khan , Imran Razzak , Andreas Dengel , Sheraz Ahmed


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Improving Health Mentioning Classification of Tweets using Contrastive Adversarial Training



Pervaiz Iqbal Khan , Shoaib Ahmed Siddiqui , Imran Razzak , Andreas Dengel , Sheraz Ahmed


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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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KENN: Enhancing Deep Neural Networks by Leveraging Knowledge for Time Series Forecasting



Muhammad Ali Chattha , Ludger van Elst , Muhammad Imran Malik , Andreas Dengel , Sheraz Ahmed


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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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Random Noise vs State-of-the-Art Probabilistic Forecasting Methods : A Case Study on CRPS-Sum Discrimination Ability



Alireza Koochali , Peter Schichtel , Andreas Dengel , Sheraz Ahmed


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ExAID: A Multimodal Explanation Framework for Computer-Aided Diagnosis of Skin Lesions



Adriano Lucieri , Muhammad Naseer Bajwa , Stephan Alexander Braun , Muhammad Imran Malik , Andreas Dengel , Sheraz Ahmed

* Accepted for publication in Computer Methods and Programs in Biomedicine 

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