| 2026 | COMPSAC | KC-Agent: A Dual-Process Cognitive Architecture for Efficient ML Model Improvement. | Gusseppe Bravo Rocca, Jordi Guitart, Ajay Dholakia, David Ellison, Puneet Jain |
| 2025 | VISIGRAPP | Experience Replay and Zero-Shot Clustering for Continual Learning in Diabetic Retinopathy Detection. | Gusseppe Bravo Rocca, Peini Liu, Jordi Guitart, Ajay Dholakia, David Ellison, Rodrigo M. Carrillo-Larco |
| 2024 | ICPR | TADIL: Task-Agnostic Domain-Incremental Learning Through Task-ID Inference Using Transformer Nearest-Centroid Embeddings. | Gusseppe Bravo Rocca, Peini Liu, Jordi Guitart, Ajay Dholakia, David Ellison |
| 2022 | CCGRID | Scanflow-K8s: Agent-based Framework for Autonomic Management and Supervision of ML Workflows in Kubernetes Clusters. | Peini Liu, Gusseppe Bravo Rocca, Jordi Guitart, Ajay Dholakia, David Ellison, Miroslav Hodak |
| 2022 | COMPSAC | Human-in-the-loop online multi-agent approach to increase trustworthiness in ML models through trust scores and data augmentation. | Gusseppe Bravo Rocca, Peini Liu, Jordi Guitart, Ajay Dholakia, David Ellison, Miroslav Hodak |
| 2021 | Middleware | Scanflow: an end-to-end agent-based autonomic ML workflow manager for clusters. | Peini Liu, Gusseppe Bravo Rocca, Jordi Guitart, Ajay Dholakia, David Ellison, Miroslav Hodak |