| 2026 | AAAI | Centralized Training with Hybrid Execution in Multi-Agent Reinforcement Learning via Predictive Observation Imputation (Abstract Reprint). | Pedro P. Santos, Diogo S. Carvalho, Miguel Vasco, Alberto Sardinha, Pedro A. Santos, Ana Paiva, Francisco S. Melo |
| 2025 | ICML | The Number of Trials Matters in Infinite-Horizon General-Utility Markov Decision Processes. | Pedro P. Santos, Alberto Sardinha, Francisco S. Melo |
| 2024 | AAAI | TEAMSTER: Model-Based Reinforcement Learning for Ad Hoc Teamwork (Abstract Reprint). | Joo G. Ribeiro, Gonalo Rodrigues, Alberto Sardinha, Francisco S. Melo |
| 2023 | ECAI | Making Friends in the Dark: Ad Hoc Teamwork Under Partial Observability. | Joo G. Ribeiro, Cassandro Martinho, Alberto Sardinha, Francisco S. Melo |
| 2022 | EPIA | Learning to Cooperate with Completely Unknown Teammates. | Alexandre Neves, Alberto Sardinha |
| 2022 | IROS | Perceive, Represent, Generate: Translating Multimodal Information to Robotic Motion Trajectories. | Fbio Vital, Miguel Vasco, Alberto Sardinha, Francisco S. Melo |
| 2021 | ACL | Online Learning Meets Machine Translation Evaluation: Finding the Best Systems with the Least Human Effort. | Vnia Mendona, Ricardo Rei, Lusa Coheur, Alberto Sardinha, Ana Lcia Santos |
| 2021 | EPIA | One Arm to Rule Them All: Online Learning with Multi-armed Bandits for Low-Resource Conversational Agents. | Vnia Mendona, Lusa Coheur, Alberto Sardinha |
| 2021 | EPIA | Helping People on the Fly: Ad Hoc Teamwork for Human-Robot Teams. | Joo G. Ribeiro, Miguel Faria, Alberto Sardinha, Francisco S. Melo |
| 2021 | EPIA | Ad Hoc Teamwork in the Presence of Non-stationary Teammates. | Pedro M. Santos, Joo G. Ribeiro, Alberto Sardinha, Francisco S. Melo |
| 2021 | RE | MARE: an Active Learning Approach for Requirements Classification. | Cludia Magalhes, Joo Arajo, Alberto Sardinha |
| 2017 | EPIA | Online Learning for Conversational Agents. | Vnia Mendona, Francisco S. Melo, Lusa Coheur, Alberto Sardinha |
| 2015 | ASSETS | VITHEA-Kids: a Platform for Improving Language Skills of Children with Autism Spectrum Disorder. | Vnia Mendona, Lusa Coheur, Alberto Sardinha |
| 2012 | SAC | EA-tracer: identifying traceability links between code aspects and early aspects. | Alberto Sardinha, Yijun Yu, Nan Niu, Awais Rashid |
| 2007 | ICDE | Enforcing Context-Sensitive Policies in Collaborative Business Environments. | Alberto Sardinha, Jinghai Rao, Norman M. Sadeh |