| 2021 | Edge2Guard: Botnet Attacks Detecting Offline Models for Resource-Constrained IoT Devices. | Bharath Sudharsan, Dineshkumar Sundaram, Pankesh Patel, John G. Breslin, Muhammad Intizar Ali |
| 2021 | Ultra-fast Machine Learning Classifier Execution on IoT Devices without SRAM Consumption. | Bharath Sudharsan, Pankesh Patel, John G. Breslin, Muhammad Intizar Ali |
| 2021 | Keynote: RoboTrust: Trustworthy interaction between humans and anthropomorphic service robots. | Ruth Stock-Homburg, Oskar von Stryk |
| 2021 | Antonym Disambiguation for a German-language Conversational Intelligent Tutoring System. | Tomasz Sosnowski, Kristina Y. Yordanova |
| 2021 | Evaluation and Adaption of Maintenance Prediction Methods in Mixed Production Line Setups based on Anomaly Detection. | Sebastian Soller, Bastian Fleischmann, Matthias Kranz, Gerold Hlzl |
| 2021 | Intent Recognition in Smart Homes with ProbLog. | Gary Smith, Ron P. A. Petrick, Vaishak Belle |
| 2021 | Keynote: Enabling Smart Cities to Become Even Smarter Through Design for Disability. | Roger O. Smith |
| 2021 | Camouflage Learning. | Stephan Sigg, Le Ngu Nguyen, Jing Ma |
| 2021 | Combining Public Machine Learning Models by Using Word Embedding for Human Activity Recognition. | Koichi Shimoda, Akihito Taya, Yoshito Tobe |
| 2021 | Improving Land Use Classification using Human Mobility-based Hierarchical Place Embeddings. | Toru Shimizu, Takahiro Yabe, Kota Tsubouchi |
| 2021 | Towards Automated Data Sharing in Personal Data Stores. | Yashothara Shanmugarasa, Hye-Young Paik, Salil S. Kanhere, Liming Zhu |
| 2021 | Adaptive Cooperative Distributed Compressed Sensing for Edge Devices: A Multiagent Deep Reinforcement Learning Approach. | Masatoshi Sekine, Satoshi Ikada |
| 2021 | Keynote: Machine learning and data analysis of multimodal affective and pain data. | Friedhelm Schwenker |
| 2021 | Keynote: Training with imperfect and weak labels. | Ral Santos-Rodriguez |
| 2021 | SolAR: Energy Positive Human Activity Recognition using Solar Cells. | Muhammad Moid Sandhu, Sara Khalifa, Kai Geissdoerfer, Raja Jurdak, Marius Portmann |
| 2021 | Human Knowledge Based Efficient Interactive Data Annotation via Active Weakly Supervised Learning. | Osamu Saisho, Takeshi Ohguro, Jingyu Sun, Hiroshi Imamura, Susumu Takeuchi, Daigoro Yokozeki |
| 2021 | Investigation of Relation between Physiological Responses and Personality during Stress Recovery. | Bitan Saha, Linda Becker, Jens-Uwe Garbas, Maximilian P. Oppelt, Andreas Foltyn, Sebastian Hettenkofer, Nadine Lang, Matthias Struck, Nicolas Rohleder, Bhargavi Mahesh |
| 2021 | Considering Spatial Cognition of Blind Travelers in Utilizing Augmented Reality for Navigation. | Paul Ruvolo |
| 2021 | LAMBDA: An Open Framework for Deep Neural Network Accelerators Simulation. | Enrico Russo, Maurizio Palesi, Salvatore Monteleone, Davide Patti, Giuseppe Ascia, Vincenzo Catania |
| 2021 | A medical tele-tutoring system for the Emergency Service. | Anna Lina Ruscelli, Gabriele Cecchetti, Igor Barsanti, Mirco Manciulli, Piero Paolini, Piero Castoldi |
| 2021 | Keynote: ARES: A Deep Reinforcement Learning Tool for Black-Box Testing of Android Apps. | Andrea Romdhana, Alessio Merlo |
| 2021 | Keynote: Explainable AI in Pervasive Healthcare: Open Challenges and Research Directions. | Daniele Riboni |
| 2021 | Skin tone, Confidence, and Data Quality of Heart Rate Sensing in WearOS Smartwatches. | Ishita Ray, Daniyal Liaqat, Moshe Gabel, Eyal de Lara |
| 2021 | Towards Robust Android Malware Detection Models using Adversarial Learning. | Hemant Rathore, Sanjay K. Sahay |
| 2021 | Applying "Earable" Inertial Sensing for Real-time Head Posture Detection. | Meera Radhakrishnan, Kushaan Misra, V. Ravichandran |