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title: "Proceedings - International Conference on Tools with Artificial"
description: "All 232 papers of Proceedings - International Conference on Tools with Artificial Intelligence, TAI 2021 · page 1 of 3, the most cited first; those with…"
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# Proceedings - International Conference on Tools with Artificial Intelligence, TAI 2021: all accepted papers

232 papers · page 1 of 3 · the most cited first · [← Proceedings - International Conference on Tools with Artificial Intelligence, TAI 2021](https://md.research.elamur.ai/free/en/venues/proceedings-international-conference-on-tools-with-artificial-intelligence-tai/2021/)

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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*
26. **[Leveraging Static Models for Link Prediction in Temporal Knowledge Graphs ↗](https://doi.org/10.1109/ictai52525.2021.00165)**Wessel Radstok, Mel Chekol, Yannis Velegrakis*10 citations*
27. **[Stock Market Trend Forecasting Based on Multiple Textual Features: A Deep Learning Method ↗](https://doi.org/10.1109/ictai52525.2021.00160)**Zhenda Hu, Zhaoxia Wang, Seng-Beng Ho et al.*10 citations*
28. **[Automatic Drone Identification Through Rhythm-based Features for the Internet of Drones ↗](https://doi.org/10.1109/ictai52525.2021.00225)**Alisson Renan Svaigen, Lailla M. S. Bine, Gisele Lobo Pappa et al.*9 citations*
29. **[Blur the Eyes of UAV: Effective Attacks on UAV-based Infrastructure Inspection ↗](https://doi.org/10.1109/ictai52525.2021.00105)**Ashok Vardhan Raja, Laurent Njilla, Jiawei Yuan*9 citations*
30. **[Graph Neural Networks for Scheduling of SMT Solvers ↗](https://doi.org/10.1109/ictai52525.2021.00072)**Jan Hůla, David Mojžíšek, Mikoláš Janota*9 citations*
31. **[KCC Method: Unknown Intrusion Detection Based on Open Set Recognition ↗](https://doi.org/10.1109/ictai52525.2021.00213)**Shuyuan Xu, Linsen Li, Hangjun Yang et al.*9 citations*
32. **[KGAT-SR: Knowledge-Enhanced Graph Attention Network for Session-based Recommendation ↗](https://doi.org/10.1109/ictai52525.2021.00164)**Qianqian Zhang, Zhuoming Xu, Hanlin Liu et al.*9 citations*
33. **[LRFNet: An Occlusion Robust Fusion Network for Semantic Segmentation with Light Field ↗](https://doi.org/10.1109/ictai52525.2021.00186)**Jianwei Zhou, Da Yang, Zhenglong Cui et al.*9 citations*
34. **[MyGym: Modular Toolkit for Visuomotor Robotic Tasks ↗](https://doi.org/10.1109/ictai52525.2021.00046)**Michal Vavrečka, Nikita Sokovnin, Megi Mejdrechova et al.*9 citations*
35. **[Off-Policy Correction for Deep Deterministic Policy Gradient Algorithms via Batch Prioritized Experience Replay ↗](https://doi.org/10.1109/ictai52525.2021.00199)**Dogan C. Cicek, Enes Duran, Baturay Sağlam et al.*9 citations*
36. **[sUAS and Machine Learning Integration in Waterfowl Population Surveys ↗](https://doi.org/10.1109/ictai52525.2021.00084)**Zhicheng Tang, Yang Zhang, Yizhen Wang et al.*9 citations*
37. **[An Interpretable Deep Learning System for Automatically Scoring Request for Proposals ↗](https://doi.org/10.1109/ictai52525.2021.00136)**Subhadip Maji, Anudeep Appe, Raghav Bali et al.*8 citations*
38. **[AutoTSC: Optimization Algorithm to Automatically Solve the Time Series Classification Problem ↗](https://doi.org/10.1109/ictai52525.2021.00067)**Laurent Parmentier, Olivier Nicol, Laëtitia Jourdan et al.*8 citations*
39. **[Causal Intervention for Object Detection ↗](https://doi.org/10.1109/ictai52525.2021.00122)**Weiqing Huang, Miao Jiang, Min Li et al.*8 citations*
40. **[Characterizing Learning Dynamics of Deep Neural Networks via Complex Networks ↗](https://doi.org/10.1109/ictai52525.2021.00056)**Emanuele La Malfa, Gabriele La Malfa, Giuseppe Nicosia et al.*8 citations*
41. **[Detecting Integer Overflow Errors in Java Source Code via Machine Learning ↗](https://doi.org/10.1109/ictai52525.2021.00115)**Yu Luo, Weifeng Xu, Dianxiang Xu*8 citations*
42. **[On the Verification of Totally-Ordered HTN Plans ↗](https://doi.org/10.1109/ictai52525.2021.00043)**Roman Barták, Simona Ondrčková, Gregor Behnke et al.*8 citations*
43. **[A Framework for Constructing and Augmenting Knowledge Graphs using Virtual Space: Towards Analysis of Daily Activities ↗](https://doi.org/10.1109/ictai52525.2021.00194)**Shusaku Egami, Satoshi Nishimura, Ken Fukuda*7 citations*
44. **[A deep reinforcement learning-based agent for negotiation with multiple communication channels ↗](https://doi.org/10.1109/ictai52525.2021.00139)**Xiaoyang Gao, Siqi Chen, Yan Zheng et al.*7 citations*
45. **[Automated SAT Problem Feature Extraction using Convolutional Autoencoders ↗](https://doi.org/10.1109/ictai52525.2021.00039)**Marco Dalla, Andrea Visentin, Barry O’Sullivan*7 citations*
46. **[Channel-Weighted Squeeze-and-Excitation Networks For Epileptic Seizure Detection ↗](https://doi.org/10.1109/ictai52525.2021.00106)**Nan Ke, Tong Lin, Zhouchen Lin*7 citations*
47. **[Code-based Algorithm for Coalition Structure Generation ↗](https://doi.org/10.1109/ictai52525.2021.00170)**Redha Taguelmimt, Samir Aknine, Djamila Boukredera et al.*7 citations*
48. **[Improving Relation Extraction by Knowledge Representation Learning ↗](https://doi.org/10.1109/ictai52525.2021.00191)**Wenxing Hong, Shuyan Li, Zhiqiang Hu et al.*7 citations*
49. **[Output Thresholding for Ensemble Learners and Imbalanced Big Data ↗](https://doi.org/10.1109/ictai52525.2021.00230)**Justin M. Johnson, Taghi M. Khoshgoftaar*7 citations*
50. **[Air quality data pre-processing: A novel algorithm to impute missing values in univariate time series ↗](https://doi.org/10.1109/ictai52525.2021.00159)**Lakmini Wijesekara, Liwan H Liyanage*6 citations*
51. **[Bilateral Res-Unet for Image Colorization with Limited Data via GANs ↗](https://doi.org/10.1109/ictai52525.2021.00116)**Haojie Guo, Zhe Guo, Zhaojun Pan et al.*6 citations*
52. **[Intelligent Machine Learning System for Predicting Customer Churn ↗](https://doi.org/10.1109/ictai52525.2021.00085)**Chenggang He, Chris H. Q. Ding, Si-Bao Chen et al.*6 citations*
53. **[Linear Algebraic Computation of Propositional Horn Abduction ↗](https://doi.org/10.1109/ictai52525.2021.00040)**Tuan Quoc Nguyen, Katsumi Inoue, Chiaki Sakama*6 citations*
54. **[On Outsourcing Artificial Neural Network Learning of Privacy-Sensitive Medical Data to the Cloud ↗](https://doi.org/10.1109/ictai52525.2021.00062)**Dimitrios Melissourgos, Hanzhi Gao, Chaoyi Ma et al.*6 citations*
55. **[OpenAPI Thing Descriptions for the Web of Things ↗](https://doi.org/10.1109/ictai52525.2021.00220)**Aimilios Tzavaras, Νικόλαος Μάινας, Fotios Bouraimis et al.*6 citations*
56. **[Predicting the Next Location for Trajectories From Stolen Vehicles ↗](https://doi.org/10.1109/ictai52525.2021.00073)**Jose S. Da Silva Neto, Ticiana L. Coelho da Silva, Lívia Almada Cruz et al.*6 citations*
57. **[Unsupervised Constraint Acquisition ↗](https://doi.org/10.1109/ictai52525.2021.00042)**Steven Prestwich*6 citations*
58. **[An Efficient non-Backpropagation Method for Training Spiking Neural Networks ↗](https://doi.org/10.1109/ictai52525.2021.00034)**Shiqi Guo, Tong Lin*5 citations*
59. **[Discovering Useful Compact Sets of Sequential Rules in a Long Sequence ↗](https://doi.org/10.1109/ictai52525.2021.00204)**Erwan Bourrand, Luis Galárraga, Esther Galbrun et al.*5 citations*
60. **[Dual Batch Size Training: An efficient MGD adaptive batch size method ↗](https://doi.org/10.1109/ictai52525.2021.00140)**Yuhang Du, Wenfeng Shen, Baohua Liu et al.*5 citations*
61. **[Enhanced-Memory Transformer for Coherent Paragraph Video Captioning ↗](https://doi.org/10.1109/ictai52525.2021.00133)**Leonardo Vilela Cardoso, Silvio Jamil F. Guimarães, Zenilton K. G. Patrocínio*5 citations*
62. **[Few-Shot Adaptive Detection of Objects of Concern Using Generative Models with Negative Retraining ↗](https://doi.org/10.1109/ictai52525.2021.00086)**Nikolaos Dionelis, Mehrdad Yaghoobi, Sotirios A. Tsaftaris*5 citations*
63. **[Hierarchical Multilabel Text Classification via Multitask Learning ↗](https://doi.org/10.1109/ictai52525.2021.00180)**Yipeng Yu, Zixun Sun, Chi Chia Sun et al.*5 citations*
64. **[Optimized models and symmetry breaking for the NFA inference problem ↗](https://doi.org/10.1109/ictai52525.2021.00065)**Frédéric Lardeux, Éric Monfroy*5 citations*
65. **[Solving infinite-horizon Dec-POMDPs using Finite State Controllers within JESP ↗](https://doi.org/10.1109/ictai52525.2021.00069)**Yang You, Vincent Thomas, Francis Colas et al.*5 citations*
66. **[Stochastic sparse adversarial attacks ↗](https://doi.org/10.1109/ictai52525.2021.00198)**Manon Césaire, Lucas Schott, Hatem Hajri et al.*5 citations*
67. **[Stratified Cross-Validation on Multiple Columns ↗](https://doi.org/10.1109/ictai52525.2021.00012)**Jan Motl, Pavel Kordík*5 citations*
68. **[Towards Safer Industrial Serial Networks: An Expert System Framework for Anomaly Detection ↗](https://doi.org/10.1109/ictai52525.2021.00189)**Ralf Luis de Moura, Virginia N. L. Franqueira, Gustavo Pessin*5 citations*
69. **[A Constraint-based Approach for Enumerating Gradual Itemsets ↗](https://doi.org/10.1109/ictai52525.2021.00093)**Amel Hidouri, Saïd Jabbour, Jerry Lonlac et al.*4 citations*
70. **[A data-Driven approach for guiding the occupant’s actions to achieve better comfort in buildings ↗](https://doi.org/10.1109/ictai52525.2021.00075)**Fateh Boulmaiz, Stéphane Ploix, Patrick Reignier*4 citations*
71. **[An Evaluation of Methods on Detecting, Recognizing and Understanding Graphics Images in Technical Documents ↗](https://doi.org/10.1109/ictai52525.2021.00091)**Michail S. Alexiou, Nikolaos Bourbakis*4 citations*
72. **[Bidirectional Convolutional-LSTM based Network for lung segmentation of chest X-ray images ↗](https://doi.org/10.1109/ictai52525.2021.00147)**Md. Sharitul Alam, Dadong Wang, Arcot Sowmya*4 citations*
73. **[Collision-aware Multi-robot Motion Coordination Deep-RL with Dynamic Priority Strategy ↗](https://doi.org/10.1109/ictai52525.2021.00017)**Liang Zhao, Sheng Han, Youfang Lin*4 citations*
74. **[Cross-View Gait Recognition Based on Feature Fusion ↗](https://doi.org/10.1109/ictai52525.2021.00102)**Qi Hong, Zhongyuan Wang, Jianyu Chen et al.*4 citations*
75. **[Delayed Adversarial Training with Non-Sequential Adversarial Epochs ↗](https://doi.org/10.1109/ictai52525.2021.00217)**Efi Kafali, Theodoros Semertzidis, Petros Daras*4 citations*
76. **[Delving into the Scale Variance Problem in Object Detection ↗](https://doi.org/10.1109/ictai52525.2021.00145)**Junliang Chen, Xiaodong Zhao, Linlin Shen*4 citations*
77. **[Ensemble Learning using Error Correcting Output Codes: New Classification Error Bounds ↗](https://doi.org/10.1109/ictai52525.2021.00114)**Hieu Duc Nguyen, Mohammed Sarosh Khan, Nicholas Kaegi et al.*4 citations*
78. **[Evaluation of one-class algorithms for anomaly detection in home networks ↗](https://doi.org/10.1109/ictai52525.2021.00108)**Pedro Henrique Melo, Adriano Araujo Martins de Resende, Rodrigo Sanches Miani et al.*4 citations*
79. **[FRAGAN-VSR: Frame-Recurrent Attention Generative Adversarial Network for Video Super-Resolution ↗](https://doi.org/10.1109/ictai52525.2021.00119)**Yuzhen Zhang, Guanqun Liu, Yanyan Zhao et al.*4 citations*
80. **[FST-Net: Exploiting Frequency Spatial Temporal Information for Low-Quality Fake Video Detection ↗](https://doi.org/10.1109/ictai52525.2021.00087)**Min Zhang, Xiaohan Liu, Chenyu Liu et al.*4 citations*
81. **[False Negative Reduction in Video Instance Segmentation using Uncertainty Estimates ↗](https://doi.org/10.1109/ictai52525.2021.00202)**Kira Maag*4 citations*
82. **[Intrusion Detection over Network Packets using Data Stream Classification Algorithms ↗](https://doi.org/10.1109/ictai52525.2021.00157)**Gilberto Olímpio, Pedro F. C. Silva, Lásaro Jonas Camargos et al.*4 citations*
83. **[Investigating the Generalization of Image Classifiers with Augmented Test Sets ↗](https://doi.org/10.1109/ictai52525.2021.00010)**Connor Shorten, Taghi M. Khoshgoftaar*4 citations*
84. **[LURAT: a Lightweight Unsupervised Automatic Readability Assessment Toolkit for Second Language Learners ↗](https://doi.org/10.1109/ictai52525.2021.00129)**Yo Ehara*4 citations*
85. **[Learning Heterogeneous Strategies via Graph-based Multi-agent Reinforcement Learning ↗](https://doi.org/10.1109/ictai52525.2021.00112)**Yang Li, Xiangfeng Luo, Shaorong Xie*4 citations*
86. **[Multi-task learning with Attention : Constructing auxiliary tasks for learning to learn ↗](https://doi.org/10.1109/ictai52525.2021.00028)**Benying Li, Aimei Dong*4 citations*
87. **[Prediction-Based Fleet Relocation for Free Floating Car Sharing Services ↗](https://doi.org/10.1109/ictai52525.2021.00187)**Gregory Martin, Matthieu Donain, Élisa Fromont et al.*4 citations*
88. **[Transformer based Multi-output Regression Learning for Wastewater Treatment ↗](https://doi.org/10.1109/ictai52525.2021.00110)**Zilan Huang, Luoyi Zhang, Yi Zhang et al.*4 citations*
89. **[A Deep Genetic Method for Keyboard Layout Optimization ↗](https://doi.org/10.1109/ictai52525.2021.00070)**Keren Nivasch, Amos Azaria*3 citations*
90. **[AI Approaches for the Prognosis of the Survival (or Not) of Patients with Bone Metastases ↗](https://doi.org/10.1109/ictai52525.2021.00215)**Ioannis Hatzilygeroudis, Jim Prentzas*3 citations*
91. **[Adversarial Multi-Agent Path Finding is Intractable ↗](https://doi.org/10.1109/ictai52525.2021.00078)**Marika Ivanová, Pavel Surynek*3 citations*
92. **[Analysis of COVID-19 Misinformation in Social Media using Transfer Learning ↗](https://doi.org/10.1109/ictai52525.2021.00141)**Abhishek Dhankar, Hamman Samuel, Fahim Hassan et al.*3 citations*
93. **[Automatically Predict Question Difficulty for Reading Comprehension Exercises ↗](https://doi.org/10.1109/ictai52525.2021.00222)**Jun Yi Derek He, Peng Li, Bo Sun et al.*3 citations*
94. **[Computing Max-SAT Refutations using SAT Oracles ↗](https://doi.org/10.1109/ictai52525.2021.00066)**Matthieu Py, Mohamed Sami Cherif, Djamal Habet*3 citations*
95. **[Cross-aligned and Gumbel-refactored Autoencoders for Multi-view Anomaly Detection ↗](https://doi.org/10.1109/ictai52525.2021.00218)**Shaoshen Wang, Yanbin Liu, Ling Chen et al.*3 citations*
96. **[Evolutionary Method for Two-dimensional Associative Local Distribution Rule Mining ↗](https://doi.org/10.1109/ictai52525.2021.00163)**Kaoru Shimada, Takaaki ARAHIRA, Shogo Matsuno*3 citations*
97. **[Evolutionary computing assisted deep reinforcement learning for multi-objective integrated energy system management ↗](https://doi.org/10.1109/ictai52525.2021.00082)**Chao Huang, Long Wang, Xiong Luo et al.*3 citations*
98. **[Explaining Black-box Classification Models with Arguments ↗](https://doi.org/10.1109/ictai52525.2021.00126)**Leila Amgoud A*3 citations*
99. **[Extracting Frequent (Closed) Seasonal Gradual Patterns Using Closed Itemset Mining ↗](https://doi.org/10.1109/ictai52525.2021.00229)**Aymeric Come, Jerry Lonlac*3 citations*
100. **[Fake News Detection by Using Common Latent Semantics Matching Method ↗](https://doi.org/10.1109/ictai52525.2021.00168)**Zhi Zeng, Linyun Ye, Ruigang Liu et al.*3 citations*

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