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# Proceedings - International Conference on Tools with Artificial Intelligence, TAI 2021 — accepted papers

Proceedings - International Conference on Tools with Artificial Intelligence, TAI 2021 is the 2021 edition of the Proceedings - International Conference on Tools with Artificial Intelligence, TAI (publisher: Institute of Electrical and Electronics Engineers). OpenAlex lists 232 papers of it; our library holds 1 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

[**232** papers in the proceedings](#all) · [**1** work in our library](https://md.research.elamur.ai/free/en/venues/proceedings-international-conference-on-tools-with-artificial-intelligence-tai/2021/#works) · [**14** citations of these works](https://md.research.elamur.ai/free/en/venues/proceedings-international-conference-on-tools-with-artificial-intelligence-tai/2021/#works)

## Most cited papers

By their OpenAlex citations; a paper with our summary links to its page here, the others to the original.

1. **[Adversarial Weighting for Domain Adaptation in Regression ↗](https://doi.org/10.1109/ictai52525.2021.00015)**Antoine de Mathelin, Guillaume Richard, François Deheeger et al.*40 citations*
2. **[Biomarker-based deep learning for personalized nutrition ↗](https://doi.org/10.1109/ictai52525.2021.00051)**Dimitrios P. Panagoulias, Dionisios N. Sotiropoulos, George A. Tsihrintzis*35 citations*
3. **[Sensitivity Analysis for Deep Learning: Ranking Hyper-parameter Influence ↗](https://doi.org/10.1109/ictai52525.2021.00083)**R.Lyon.Marina Taylor, Varun Ojha, Ivan Martino et al.*34 citations*
4. **[ExMed: An AI Tool for Experimenting Explainable AI Techniques on Medical Data Analytics ↗](https://doi.org/10.1109/ictai52525.2021.00134)**Marcin Kapcia, Hassan Eshkiki, Jamie Duell et al.*27 citations*
5. **[Feature Extraction for Class Imbalance Using a Convolutional Autoencoder and Data Sampling ↗](https://doi.org/10.1109/ictai52525.2021.00037)**Zahra Salekshahrezaee, Joffrey L. Leevy, Taghi M. Khoshgoftaar*25 citations*
6. **[FEDBS: Learning on Non-IID Data in Federated Learning using Batch Normalization ↗](https://doi.org/10.1109/ictai52525.2021.00138)**Meryem Janati Idrissi, Ismaïl Berrada, Guevara Noubir*21 citations*
7. **[RoGPT2: Romanian GPT2 for Text Generation ↗](https://doi.org/10.1109/ictai52525.2021.00183)**Mihai Alexandru Niculescu, Ştefan Ruşeţi, Mihai Dascălu*20 citations*
8. **[DisCERN: Discovering Counterfactual Explanations using Relevance Features from Neighbourhoods ↗](https://doi.org/10.1109/ictai52525.2021.00233)**Nirmalie Wiratunga, Anjana Wijekoon, Ikechukwu Nkisi-Orji et al.*18 citations*
9. **[A Lightweight Machine Learning Approach to Detect Depression from Speech Analysis ↗](https://doi.org/10.1109/ictai52525.2021.00054)**Laura Verde, Gennaro Raimo, Federica Vitale et al.*16 citations*
10. **[Adaptive Workload Orchestration in Pure Edge Computing: A Reinforcement-Learning Model ↗](https://doi.org/10.1109/ictai52525.2021.00137)**Zahra Safavifar, Saeedeh Ghanadbashi, Fatemeh Golpayegani*16 citations*

## All accepted papers (232)

The most cited first; 1 with our summary link to their page here, the others to the original.

1. **[Adversarial Weighting for Domain Adaptation in Regression ↗](https://doi.org/10.1109/ictai52525.2021.00015)**Antoine de Mathelin, Guillaume Richard, François Deheeger et al.*40 citations*
2. **[Biomarker-based deep learning for personalized nutrition ↗](https://doi.org/10.1109/ictai52525.2021.00051)**Dimitrios P. Panagoulias, Dionisios N. Sotiropoulos, George A. Tsihrintzis*35 citations*
3. **[Sensitivity Analysis for Deep Learning: Ranking Hyper-parameter Influence ↗](https://doi.org/10.1109/ictai52525.2021.00083)**R.Lyon.Marina Taylor, Varun Ojha, Ivan Martino et al.*34 citations*
4. **[ExMed: An AI Tool for Experimenting Explainable AI Techniques on Medical Data Analytics ↗](https://doi.org/10.1109/ictai52525.2021.00134)**Marcin Kapcia, Hassan Eshkiki, Jamie Duell et al.*27 citations*
5. **[Feature Extraction for Class Imbalance Using a Convolutional Autoencoder and Data Sampling ↗](https://doi.org/10.1109/ictai52525.2021.00037)**Zahra Salekshahrezaee, Joffrey L. Leevy, Taghi M. Khoshgoftaar*25 citations*
6. **[FEDBS: Learning on Non-IID Data in Federated Learning using Batch Normalization ↗](https://doi.org/10.1109/ictai52525.2021.00138)**Meryem Janati Idrissi, Ismaïl Berrada, Guevara Noubir*21 citations*
7. **[RoGPT2: Romanian GPT2 for Text Generation ↗](https://doi.org/10.1109/ictai52525.2021.00183)**Mihai Alexandru Niculescu, Ştefan Ruşeţi, Mihai Dascălu*20 citations*
8. **[DisCERN: Discovering Counterfactual Explanations using Relevance Features from Neighbourhoods ↗](https://doi.org/10.1109/ictai52525.2021.00233)**Nirmalie Wiratunga, Anjana Wijekoon, Ikechukwu Nkisi-Orji et al.*18 citations*
9. **[A Lightweight Machine Learning Approach to Detect Depression from Speech Analysis ↗](https://doi.org/10.1109/ictai52525.2021.00054)**Laura Verde, Gennaro Raimo, Federica Vitale et al.*16 citations*
10. **[Adaptive Workload Orchestration in Pure Edge Computing: A Reinforcement-Learning Model ↗](https://doi.org/10.1109/ictai52525.2021.00137)**Zahra Safavifar, Saeedeh Ghanadbashi, Fatemeh Golpayegani*16 citations*
11. **[Machine Learning in Intangible Cultural Analytics: The Case of Greek Songs’ Lyrics ↗](https://doi.org/10.1109/ictai52525.2021.00050)**Dionisios N. Sotiropoulos, George A. Tsihrintzis, Maria K. Virvou et al.*16 citations*
12. **[CvT-ASSD: Convolutional vision-Transformer Based Attentive Single Shot MultiBox Detector ↗](https://doi.org/10.1109/ictai52525.2021.00117)**Weiqiang Jin, Hang Yu, Xiangfeng Luo*15 citations*
13. **[Estimation Error Correction in Deep Reinforcement Learning for Deterministic Actor-Critic Methods ↗](https://doi.org/10.1109/ictai52525.2021.00027)**Baturay Sağlam, Enes Duran, Dogan C. Cicek et al.*15 citations*
14. **[Evaluating the learning outcomes of a fuzzy-based Intelligent Tutoring System ↗](https://doi.org/10.1109/ictai52525.2021.00221)**Konstantina Chrysafiadi, Maria K. Virvou*15 citations*
15. **[Verum Fitness: An AI Powered Mobile Fitness Safety and Improvement Application ↗](https://doi.org/10.1109/ictai52525.2021.00156)**Asia Flores, Brandon Hall, Luke Carter et al.*15 citations*
16. **[Improving Transportation Mode Identification with Limited GPS Trajectories ↗](https://doi.org/10.1109/ictai52525.2021.00104)**Yuanshao Zhu, Christos Markos, James J. Q. Yu*14 citations*
17. **[Sarcasm Detection and Quantification in Arabic Tweets](https://md.research.elamur.ai/free/en/papers/talafha-2021-sarcasm-detection-quantification-arabic-tweets/)**Bashar Talafha, Muhy Eddin Za’ter, Samer Suleiman et al.*13 citations · our summary*
18. **[Adversarial Examples Detection and Analysis with Layer-wise Autoencoders ↗](https://doi.org/10.1109/ictai52525.2021.00209)**Bartosz Wójcik, Paweł Morawiecki, Marek Śmieja et al.*12 citations*
19. **[Profiling Money Laundering with Neural Networks: a Case Study on Environmental Crime Detection ↗](https://doi.org/10.1109/ictai52525.2021.00059)**Roxane Desrousseaux, Gilles Bernard, Jean-Jacques Mariage*12 citations*
20. **[Attn-CommNet: Coordinated Traffic Lights Control On Large-Scale Network Level ↗](https://doi.org/10.1109/ictai52525.2021.00048)**Jiashi Gao, Xinming Shi, James J. Q. Yu*11 citations*
21. **[DeepMark: Embedding Watermarks into Deep Neural Network Using Pruning ↗](https://doi.org/10.1109/ictai52525.2021.00031)**Chenqi Xie, Ping Yi, Baowen Zhang et al.*11 citations*
22. **[Geometric Path Enumeration for Equivalence Verification of Neural Networks ↗](https://doi.org/10.1109/ictai52525.2021.00035)**Samuel Teuber, Marko Kleine Büning, Philipp Kern et al.*11 citations*
23. **[The Effects of Class Label Noise on Highly-Imbalanced Big Data ↗](https://doi.org/10.1109/ictai52525.2021.00227)**Robert K. L. Kennedy, Justin M. Johnson, Taghi M. Khoshgoftaar*11 citations*
24. **[AWD3: Dynamic Reduction of the Estimation Bias ↗](https://doi.org/10.1109/ictai52525.2021.00123)**Dogan C. Cicek, Enes Duran, Baturay Sağlam et al.*10 citations*
25. **[Ensemble Learning Based Gene Regulatory Network Inference ↗](https://doi.org/10.1109/ictai52525.2021.00024)**Sergio Peignier, Baptiste Sorin, Federica Calevro*10 citations*

[See all 232 papers in Proceedings - International Conference on Tools with Artificial Intelligence, TAI 2021 — accepted papers →](https://md.research.elamur.ai/free/en/venues/proceedings-international-conference-on-tools-with-artificial-intelligence-tai/2021/papers/)

## Papers with our summary in our library (1)

The most cited first (OpenAlex citations plus our library's).

1. **[sarcasm detection and quantification in arabic tweets](https://md.research.elamur.ai/free/en/papers/talafha-2021-sarcasm-detection-quantification-arabic-tweets/) [Proceedings - International Conference on Tools with Artificial Intelligence, TAI](https://md.research.elamur.ai/free/en/venues/proceedings-international-conference-on-tools-with-artificial-intelligence-tai/)**Bashar Talafha, Muhy Eddin Za'ter, Samer Suleiman, et al.*2021 · 14 citations*

## Top topics

Topics of its works in our library, with the number of works on each.

[Sentiment & emotion (1)](https://md.research.elamur.ai/free/en/topics/sentiment-emotion/) · [Semitic languages (1)](https://md.research.elamur.ai/free/en/topics/semitic-languages/)

## Fields

[Arts and Humanities (1)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science (1)](https://md.research.elamur.ai/free/en/shelves/computer-science/)

## Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

[🧑‍🔬**Bashar Talafha**1 work here · 14 citations](https://md.research.elamur.ai/free/en/authors/bashar-talafha/) · [🧑‍🔬**Mahmoud Al-Ayyoub**1 work here · 14 citations](https://md.research.elamur.ai/free/en/authors/mahmoud-al-ayyoub/) · [🧑‍🔬**Muhy Eddin Za'ter**1 work here · 14 citations](https://md.research.elamur.ai/free/en/authors/muhy-eddin-za-ter/)

## Top institutions

Institutions on the bylines of its works here, by the number of works.

[🎓**Jordan University of Science and Technology** Irbid · Jordan 1 work here](https://md.research.elamur.ai/free/en/universities/jordan-university-of-science-and-technology/)

works and citations from OpenAlex and our library.

- [← previous Proceedings - International Conference on Tools with Artificial Intelligence, TAI 2019](https://md.research.elamur.ai/free/en/venues/proceedings-international-conference-on-tools-with-artificial-intelligence-tai/2019/)
- [↑ back to Proceedings - International Conference on Tools with Artificial Intelligence, TAI](https://md.research.elamur.ai/free/en/venues/proceedings-international-conference-on-tools-with-artificial-intelligence-tai/)