| 2023 | UCC | Tiny-Impute: A Framework for On-device Data Quality Validation, Hybrid Anomaly Detection, and Data Imputation at the Edge. | Shamil Al-Ameen, Bharath Sudharsan, Tomasz Szydlo, Roua Al-Taie, Tejal Shah, Rajiv Ranjan |
| 2022 | AAAI | Training Up to 50 Class ML Models on 3 $ IoT Hardware via Optimizing One-vs-One Algorithm (Student Abstract). | Bharath Sudharsan |
| 2022 | MOBICOM | TMM-TinyML: tensor memory mapping (TMM) method for tiny machine learning (TinyML). | Bharath Sudharsan, Sonu Prasad, Dan Jose, John G. Breslin |
| 2022 | MOBICOM | TinyML-CAM: 80 FPS image recognition in 1 kB RAM. | Bharath Sudharsan, Simone Salerno, Rajiv Ranjan |
| 2022 | PERCOM | TinyFedTL: Federated Transfer Learning on Ubiquitous Tiny IoT Devices. | Kavya Kopparapu, Eric Lin, John G. Breslin, Bharath Sudharsan |
| 2022 | SAC | ElastiQuant: elastic quantization strategy for communication efficient distributed machine learning in IoT. | Bharath Sudharsan, John G. Breslin, Muhammad Intizar Ali, Peter Corcoran, Rajiv Ranjan |
| 2021 | Middleware | GNOSIS- query-driven multimodal event processing for unstructured data streams. | Piyush Yadav, Dhaval Salwala, Bharath Sudharsan, Edward Curry |
| 2021 | PERCOM | Ultra-fast Machine Learning Classifier Execution on IoT Devices without SRAM Consumption. | Bharath Sudharsan, Pankesh Patel, John G. Breslin, Muhammad Intizar Ali |
| 2021 | PERCOM | Edge2Guard: Botnet Attacks Detecting Offline Models for Resource-Constrained IoT Devices. | Bharath Sudharsan, Dineshkumar Sundaram, Pankesh Patel, John G. Breslin, Muhammad Intizar Ali |
| 2021 | SENSYS | ElastiCL: Elastic Quantization for Communication Efficient Collaborative Learning in IoT. | Bharath Sudharsan, Dhruv Sheth, Shailesh Arya, Federica Rollo, Piyush Yadav, Pankesh Patel, John G. Breslin, Muhammad Intizar Ali |
| 2021 | UIC | Globe2Train: A Framework for Distributed ML Model Training using IoT Devices Across the Globe. | Bharath Sudharsan, John G. Breslin, Muhammad Intizar Ali |
| 2021 | UIC | Train++: An Incremental ML Model Training Algorithm to Create Self-Learning IoT Devices. | Bharath Sudharsan, Piyush Yadav, John G. Breslin, Muhammad Intizar Ali |