Area
Facultad de Ingeniería
Department
Computing, Electronics and Communication Technologies
Email:
alain.andres@deusto.esFollow me:
Articles in Scientific Journals
Evaluating reinforcement learning-based neural controllers for quadcopter navigation in windy conditions / Engineering Applications of Artificial Intelligence
Andres Fernandez, Alain; Martinez, Aritz D; Tunçay, Sümer; Carlucho, Ignacio
ISBNAR: 0952-1976 / Date: 2025
Using Offline Data to Speed Up Reinforcement Learning in Procedurally Generated Environments / Neurocomputing
Andres Fernandez, Alain; Schäfer, Lukas; V. Albrecht, Stefano; Del Ser, Javier
ISBNAR: 0925-2312 / Date: 2025
On the black-box explainability of object detection models for safe and trustworthy industrial applications / Results in Engineering
Andres Fernandez, Alain; Martínez Seras, Aitor; Laña, Ibai; Del Ser, Javier
ISBNAR: 2590-1230 / Date: 2024
Exploring Data Augmentation and Active Learning Benefits in Imbalanced Datasets / Mathematics
Boto Sanchez, Fernando; Andres Fernandez, Alain
ISBNAR: 2227-7390 / Volume: 12 / Journal number: 12 / Date: 2024
Collaborative training of heterogeneous reinforcement learning agents in environments with sparse rewards: what and when to share? / Neural Computing and Applications
Andres Fernandez, Alain; Villar Rodriguez, Esther; Del Ser, Javier
ISBNAR: 0941-0643 / Date: 2022
Comparative Evaluation of Reinforcement Learning and Model Predictive Control for 6DoF Position Control of an Autonomous Underwater Vehicle
Tunçay, Sümer; Andres Fernandez, Alain; Carlucho, Ignacio
Congress name: Comparative Evaluation of Reinforcement Learning and Model Predictive Control for 6DoF Position Control of an Autonomous Underwater Vehicle / City: York / Country: Reino Unido / Publication name: Comparative Evaluation of Reinforcement Learning and Model Predictive Control for 6DoF Position Control of an Autonomous Underwater Vehicle / Start date: 2025/08/20 / End date: 2025/08/22
Single Agent Formulation for Reinforcement Learning Based Routing of Urban Last Mile Logistics with Platooning Vehicles
Bravo, Nagore; Echeverria Franco, Imanol; Andres Fernandez, Alain; Laña, Ibai
Congress name: Single Agent Formulation for Reinforcement Learning Based Routing of Urban Last Mile Logistics with Platooning Vehicles / City: Edmonton / Country: Canada / Publication name: Single Agent Formulation for Reinforcement Learning Based Routing of Urban Last Mile Logistics with Platooning Vehicles / Start date: 2024/09/24 / End date: 2024/09/27
Advancing towards Safe Reinforcement Learning over Sparse Environments with Out-of-Distribution Observations: Detection and Adaptation Strategies
Martínez Seras, Aitor; Andres Fernandez, Alain; Del Ser, Javier
Congress name: Advancing towards Safe Reinforcement Learning over Sparse Environments with Out-of-Distribution Observations: Detection and Adaptation Strategies / City: Yokohama / Country: Japon / Publication name: Advancing towards Safe Reinforcement Learning over Sparse Environments with Out-of-Distribution Observations: Detection and Adaptation Strategies / Start date: 2024/06/30 / End date: 2024/07/05
Enhanced Generalization Through Prioritization and Diversity in Self-Imitation Reinforcement Learning Over Procedural Environments with Sparse Rewards
Andres Fernandez, Alain; Zha, Daochen; Del Ser, Javier
Congress name: Enhanced Generalization Through Prioritization and Diversity in Self-Imitation Reinforcement Learning Over Procedural Environments with Sparse Rewards / City: Mexico City / Country: Mejico / Publication name: Enhanced Generalization Through Prioritization and Diversity in Self-Imitation Reinforcement Learning Over Procedural Environments with Sparse Rewards / Start date: 2023/12/05 / End date: 2023/12/08
Evolutionary Multi-Objective Quantization of Randomization-Based Neural Networks
Del Ser, Javier; Andres Fernandez, Alain; Laña, Ibai
Congress name: Evolutionary Multi-Objective Quantization of Randomization-Based Neural Networks / City: Mexico City / Country: Mejico / Publication name: Evolutionary Multi-Objective Quantization of Randomization-Based Neural Networks / Start date: 2023/12/05 / End date: 2023/12/08
Towards Improving Exploration in Self-Imitation Learning using Intrinsic Motivation
Andres Fernandez, Alain; Villar Rodriguez, Esther; Del Ser, Javier
Congress name: Towards Improving Exploration in Self-Imitation Learning using Intrinsic Motivation / City: Singapur / Country: Singapur / Publication name: Towards Improving Exploration in Self-Imitation Learning using Intrinsic Motivation / Start date: 2022/12/04 / End date: 2022/12/07
An Evaluation Study of Intrinsic Motivation Techniques applied to Reinforcement Learning over Hard Exploration Environments
Andres Fernandez, Alain; Villar Rodriguez, Esther; Del Ser, Javier
Congress name: An Evaluation Study of Intrinsic Motivation Techniques applied to Reinforcement Learning over Hard Exploration Environments / City: Viena / Country: Austria / Publication name: An Evaluation Study of Intrinsic Motivation Techniques applied to Reinforcement Learning over Hard Exploration Environments / Start date: 2022/08/23 / End date: 2022/08/26
Collaborative exploration and reinforcement learning between heterogeneously skilled agents in environments with sparse rewards
Andres Fernandez, Alain; Villar Rodriguez, Esther; Martinez, Aritz D; Del Ser, Javier
Congress name: Collaborative exploration and reinforcement learning between heterogeneously skilled agents in environments with sparse rewards / City: Shenzhen / Country: China / Web: https://ieeexplore.ieee.org/xpl/conhome/9533266/proceeding / Publication name: Collaborative exploration and reinforcement learning between heterogeneously skilled agents in environments with sparse rewards / Start date: 2021/07/18 / End date: 2021/07/22
GRECO (Transformación de la ingeniería de sistemas IA para mejorar la eficiencia y el impacto medioambiental a través de GREen COmputing)
Andres Fernandez, Alain; Eguia Sanchez, Alexander
Start date: 2024/07/01 / End date: 2025/12/31
IKUN (Grandes Modelos Multimodales para Aseguramiento de Calidad y Soporte al Operario en Industria Inteligente.)
Andres Fernandez, Alain; Del Pozo, Arantza
Start date: 2024/01/01 / End date: 2025/08/31
FaRADAI (Frugal And Robust AI for Defence Advanced Intelligence)
Andres Fernandez, Alain; Ioannidis, Konstantinos
Start date: 2022/12/01 / End date: 2025/08/31
ULTIMATE (mUlti-Level Trustworthiness to IMprove the Adoption of hybrid arTificial intelligencE)
Andres Fernandez, Alain; Barreteau, Michael
Start date: 2022/09/01 / End date: 2025/09/30
OMEGA-X (Orchestrating an interoperable sovereign federated Multi-vector Energy data space built on open standards and ready for GAia-X)
Andres Fernandez, Alain; Maqueda Moro, Erik
Start date: 2022/05/01 / End date: 2025/04/30
AI4ES (Red de excelencia en tecnologías habilitadoras basadas en el dato)
Andres Fernandez, Alain; Del Ser, Javier
Start date: 2021/01/01 / End date: 2023/12/31