| 2021 | High Stability Anomaly Detection in Random Environments. | Masaru Ide |
| 2021 | Representing Time Series Data in Intelligent Training Systems. | Shengnan Hu, Zerong Xi, Greg McGowin, Gita Sukthankar, Stephen M. Fiore, Kevin Oden |
| 2021 | A study of Media Polarization with Stylometry Methods. | Yifei Hu, Julia Rayz |
| 2021 | The Role of Model Selection in Preference Learning. | Michael Huelsman, Miroslaw Truszczynski |
| 2021 | Alzheimer's Detection through 3D Convolutional Neural Networks. | Ryan Hogan, Christoforos Christoforou |
| 2021 | CovidBERT-Biomedical Relation Extraction for Covid-19. | Shashank Hebbar, Ying Xie |
| 2021 | Counterfactual Examples for Data Augmentation: A Case Study. | Md. Golam Moula Mehedi Hasan, Douglas A. Talbert |
| 2021 | Applications of Machine Learning For Precision Agriculture and Smart Farming. | Sai Gurrapu, Nazmul Sikder, Pei Wang, Nitish Gorentala, Madison Williams, Feras A. Batarseh |
| 2021 | Hysteresis in Combinatorial Optimization Problems. | Yuling Guan, Ang Li, Sven Koenig, Stephan Haas, T. K. Satish Kumar |
| 2021 | ADHD Prediction via Time Series Ensemble fed Driving Simulator Data. | David Grethlein, Aleksanteri Sladek, Santiago Ontan |
| 2021 | Constraint-Based Bayesian Network Structure Learning using Uncertain Experts' Knowledge. | Christophe Gonzales, Axel Journe, Ahmed Mabrouk |
| 2021 | You can simply rely on communities for a robust characterization of stances. | Damin Ariel Furman, Santiago Marro, Cristian Cardellino, Diana Nicoleta Popa, Laura Alonso Alemany |
| 2021 | Using deep learning for trajectory classification in imbalanced dataset. | Nicksson Ckayo Arrais de Freitas, Ticiana L. Coelho da Silva, Jos Antnio Fernandes de Macdo, Leopoldo Melo Junior |
| 2021 | Improving Univariate Time Series Anomaly Detection Through Automatic Algorithm Selection and Human-in-the-Loop False-Positive Removement. | Cynthia Freeman, Ian Beaver, Abdullah Mueen |
| 2021 | Detecting Anomalies in Sequences of Short Text Using Iterative Language Models. | Cynthia Freeman, Ian Beaver, Abdullah Mueen |
| 2021 | Concept Drift Detection in Dynamic Probabilistic Relational Models. | Nils Finke, Tanya Braun, Marcel Gehrke, Ralf Mller |
| 2021 | Dynamic Domain Sizes in Temporal Probabilistic Relational Models. | Nils Finke, Tanya Braun, Marcel Gehrke, Ralf Mller |
| 2021 | Research Challenges in Designing Differentially Private Text Generation Mechanisms. | Oluwaseyi Feyisetan, Abhinav Aggarwal, Zekun Xu, Nathanael Teissier |
| 2021 | Using Deep Learning algorithms to detect the success or failure of the Electroconvulsive Therapy (ECT) sessions. | Usef Faghihi, Cyrus Kalantarpour |
| 2021 | Identifying High-Risk Workspaces during COVID-19 using Machine Learning. | Lex Drennan, Matthew Chesser, Jorge Lozano, Erin Carrier |
| 2021 | The Empirical Evaluation of Semantic Alignment Quality Metrics for Vehicle Domain Component Frameworks Interface Ontologies. | Sangita De, Premek Brada, Jrgen Mottok, Michael Niklas |
| 2021 | Confusion detection using cognitive ability tests. | Caroline Dakoure, Mohamed Sahbi Benlamine, Claude Frasson |
| 2021 | Deadlock-Free Online Plan Repair in Multi-robot Coordination with Disturbances. | Adem Coskun, Jason M. O'Kane, Marco Valtorta |
| 2021 | Towards EEG-based Emotion Recognition During Video Viewing Neural-Congruency Explains User's Emotion experienced in Music Videos. | Christoforos Christoforou, Maria Theodorou |
| 2021 | Single-trial FRPs: A Machine Learning Approach Towards the Study of the Neural Underpinning of Reading Disorders. | Christoforos Christoforou, Timothy C. Papadopoulos, Maria Theodorou |