Learning to select goals in Automated Planning with Deep-Q Learning C Núñez-Molina, J Fernández-Olivares, R Pérez Expert Systems with Applications 202, 117265, 2022 | 11 | 2022 |
NeSIG: A neuro-symbolic method for learning to generate planning problems C Núñez-Molina, P Mesejo, J Fernández-Olivares 27th European Conference on Artificial Intelligence 392, 4084--4091, 2024 | 6 | 2024 |
A review of symbolic, subsymbolic and hybrid methods for sequential decision making C Núñez-Molina, P Mesejo, J Fernández-Olivares ACM Computing Surveys, 2024 | 4 | 2024 |
On Using Admissible Bounds for Learning Forward Search Heuristics C Núñez-Molina, M Asai, P Mesejo, J Fernández-Olivares Proceedings of the Thirty-Third International Joint Conference on Artificial …, 2024 | 2 | 2024 |
Goal reasoning by selecting subgoals with deep q-learning C Núñez-Molina, V Nikolov, I Vellido, J Fernández-Olivares arXiv preprint arXiv:2012.12335, 2020 | 2 | 2020 |
Application of Neurosymbolic AI to Sequential Decision Making C Núnez-Molina Thirty-First International Joint Conference on Artificial Intelligence …, 2022 | 1 | 2022 |
A Roadmap to Guide the Integration of LLMs in Hierarchical Planning I Puerta-Merino, C Núñez-Molina, P Mesejo, J Fernández-Olivares arXiv preprint arXiv:2501.08068, 2025 | | 2025 |
Learning to Reason with Transformers via Search Inductive Biases: A Proposal C Núñez-Molina, I Puerta-Merino, P Mesejo, J Fernández-Olivares AAAI25 Workshop on Planning in the Era of LLMs (LM4Plan), 2025 | | 2025 |
Towards a Unified Framework for Sequential Decision Making C Núnez-Molina, P Mesejo, J Fernández-Olivares ICAPS 2023 PRL Workshop on Bridging the Gap Between AI Planning and …, 2023 | | 2023 |
A Proposal to Generate Planning Problems with Graph Neural Networks C Núnez-Molina, P Mesejo, J Fernández-Olivares ICAPS 2022 PRL Workshop on Bridging the Gap Between AI Planning and …, 2022 | | 2022 |
A Proposal to Integrate Deep Q-Learning with Automated Planning to Improve the C Núñez-Molina, I Vellido, V Nikolov-Vasilev, R Pérez Advances in Artificial Intelligence: 19th Conference of the Spanish …, 2021 | | 2021 |
A Proposal to Integrate Deep Q-Learning with Automated Planning to Improve the Performance of a Planning-Based Agent C Núñez-Molina, I Vellido, V Nikolov-Vasilev, R Pérez, J Fdez-Olivares Conference of the Spanish Association for Artificial Intelligence, 23-32, 2021 | | 2021 |
Planning from video game descriptions I Vellido, C Núñez-Molina, V Nikolov, J Fdez-Olivares arXiv preprint arXiv:2109.00449, 2021 | | 2021 |
Improving Online Planning and Execution by Selecting Goals with Deep Q-Learning C Núñez-Molina, J Fdez-Olivares, R Pérez ICAPS 2020 Workshop on Integrated Execution (IntEx) / Goal Reasoning (GR), 1-7, 2020 | | 2020 |