| 2021 | 3M-Transformers for Event Coding on Organized Crime Domain. | Erick Skorupa Parolin, Latifur Khan, Javier Osorio, Patrick T. Brandt, Vito D'Orazio, Jennifer S. Holmes |
| 2021 | Hybrid Recommender System for Detection of Rare Cases Applied to Pulsar Candidate Selection. | Di Pang, Katerina Goseva-Popstojanova, Maura Mclaughlin |
| 2021 | Extracting Cancer Treatments from Clinical Text written in Spanish: A Deep Learning Approach. | Oswaldo Solarte Pabn, Alberto Blzquez-Herranz, Maria Torrente, Alejandro Rodrguez Gonzlez, Mariano Provencio, Ernestina Menasalvas |
| 2021 | Improving Portuguese Semantic Role Labeling with Transformers and Transfer Learning. | Sofia Oliveira, Daniel Loureiro, Alpio Jorge |
| 2021 | Interpretable Prediction of Diabetes from Tabular Health Screening Records Using an Attentional Neural Network. | Yuki Oba, Taro Tezuka, Masaru Sanuki, Yukiko Wagatsuma |
| 2021 | Improved Automated CASH Optimization with Tree Parzen Estimators for Class Imbalance Problems. | Duc Anh Nguyen, Jiawen Kong, Hao Wang, Stefan Menzel, Bernhard Sendhoff, Anna V. Kononova, Thomas Bck |
| 2021 | Atlastic Reputation AI: Four Years of Advancing and Applying a SOTA NLP Classifier. | Viet Yen Nguyen, Andra B. Duque, Jules Belveze, Lukas D. Baker, Astrid Harsaae, Pedro Pessoa, Ins Oliveira |
| 2021 | PEAR: A Product Expiry-Aware and Revenue-Conscious Itemset Placement Scheme. | Anirban Mondal, Raghav Mittal, Vrinda Khandelwal, Parul Chaudhary, P. Krishna Reddy |
| 2021 | Unsupervised Tensor based Feature Extraction and Outlier Detection for Multivariate Time Series. | Kiyotaka Matsue, Mahito Sugiyama |
| 2021 | Anytime Subgroup Discovery in High Dimensional Numerical Data. | Romain Mathonat, Diana Nurbakova, Jean-Franois Boulicaut, Mehdi Kaytoue |
| 2021 | A Sequential Framework Towards an Exact SDP Verification of Neural Networks. | Ziye Ma, Somayeh Sojoudi |
| 2021 | Decoupling Autoencoders for Robust One-vs-Rest Classification. | Max Lbbering, Michael Gebauer, Rajkumar Ramamurthy, Christian Bauckhage, Rafet Sifa |
| 2021 | motif2vec: Semantic-aware Representation Learning for Wearables' Time Series Data. | Suwen Lin, Xian Wu, Nitesh V. Chawla |
| 2021 | Adaptive Noisy Data Augmentation for Regularized Construction of Undirected Graphical Models. | Yinan Li, Fang Liu, Xiao Liu |
| 2021 | Explainable Artificial Intelligence for Data Science on Customer Churn. | Carson K. Leung, Adam G. M. Pazdor, Joglas Souza |
| 2021 | Explainable clustering with multidimensional bounding boxes. | Michal Kuk, Szymon Bobek, Grzegorz J. Nalepa |
| 2021 | Tensor Decision Trees for Continual Learning from Drifting Data Streams. | Bartosz Krawczyk |
| 2021 | RB-CCR: Radial-Based Combined Cleaning and Resampling algorithm for imbalanced data classification. | Michal Koziarski, Colin Bellinger, Michal Wozniak |
| 2021 | Machine Learning Model for Frailty Detectxion using Electric Power Consumption Data from Smart Meter. | Kijun Kim, Shimpei Ohsugi, Noboru Koshizuka |
| 2021 | Centrality-based Interpretability Measures for Graph Embeddings. | Shima Khoshraftar, Sedigheh Mahdavi, Aijun An |
| 2021 | DeepHateExplainer: Explainable Hate Speech Detection in Under-resourced Bengali Language. | Md. Rezaul Karim, Sumon Kanti Dey, Tanhim Islam, Sagor Sarker, Mehadi Hasan Menon, Kabir Hossain, Md. Azam Hossain, Stefan Decker |
| 2021 | Conditional t-SNE: More informative t-SNE embeddings. | Bo Kang, Dario Garca-Garca, Jefrey Lijffijt, Ral Santos-Rodrguez, Tijl De Bie |
| 2021 | Explainable anomaly detection for Hot-rolling industrial process. | Jakub Jakubowski, Przemyslaw Stanisz, Szymon Bobek, Grzegorz J. Nalepa |
| 2021 | Soft-Churn: Optimal Switching between Prepaid Data Subscriptions on E-SIM support Smartphones. | Patrick Hosein, Gabriela Sewdhan, Aviel Jailal |
| 2021 | Embed2Detect: Temporally Clustered Embedded Words for Event Detection in Social Media: Extended Abstract. | Hansi Hettiarachchi, Mariam Adedoyin-Olowe, Jagdev Bhogal, Mohamed Medhat Gaber |